{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "acaa2944",
   "metadata": {},
   "source": [
    "# N-HiTS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "984ef39e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\envs\\darts-env\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "D:\\Anaconda3\\envs\\darts-env\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "D:\\Anaconda3\\envs\\darts-env\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "D:\\Anaconda3\\envs\\darts-env\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "D:\\Anaconda3\\envs\\darts-env\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "D:\\Anaconda3\\envs\\darts-env\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "\n",
    "import tensorflow as tf\n",
    "tf.compat.v1.enable_eager_execution()\n",
    "\n",
    "from tensorflow.keras.layers import MaxPool1D\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4d962a6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (9,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "47a0129f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>traffic_volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9/29/2016 17:00</td>\n",
       "      <td>5551.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9/29/2016 18:00</td>\n",
       "      <td>4132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9/29/2016 19:00</td>\n",
       "      <td>3435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9/29/2016 20:00</td>\n",
       "      <td>2765.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9/29/2016 21:00</td>\n",
       "      <td>2443.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date_time  traffic_volume\n",
       "0  9/29/2016 17:00          5551.0\n",
       "1  9/29/2016 18:00          4132.0\n",
       "2  9/29/2016 19:00          3435.0\n",
       "3  9/29/2016 20:00          2765.0\n",
       "4  9/29/2016 21:00          2443.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/daily_traffic.csv')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d0544577",
   "metadata": {},
   "outputs": [
    {
     "data": {
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8+OCD0ed///d/t0qbBqGnKlLycQNdoZdRK/fsotDXel8lz4A98cQTmV6bQ+gD0sEpp5wCYOcM/PXXX689xnbWtIgIO8WmjIFI6Hfs2IGvf/3raG5uxiWXXGIkAUVGf6jctvClUJx//vl44IEHAOx8R+QObiCDU/99Dp5FOVMJKaUNG4gEpVYIvYuHvtaRp32C46GvlXfKNzo6OrB9+3aMHTs2lfPLs2mmfq6jowMjR45M5fpZofaYVo2hPxF6qtJz1VVX4dvf/jYuu+wy/PSnP61I/9JLL/WLqa3+iI6ODi/nEWQe2KnWB+wEp/7nqdAHQq9HrdwzNcpNf+qr8iTGHA99rbxTPrF161ZMmzYNu+++O5588knr9E8++SQuvfRScmQm07vdH0S8QOgzRK03klSl5wc/+EH0+Re/+EX0+dprr8W+++6LI488MjU16MEHH8Ts2bPxpz/9iXWeWiqr7373u3j7299eQaRd4IvQyxiIHVQaiHuO1157LT7zmc+QB09pWG4GYjlnaTns6+vD+eefj+OPPz42ItE///lPnHTSSfjhD38YfdffrZI6FIXQp6XQr1u3Dv/5n/+J559/3j6DBcONN96IVatWoaurqyImPwW9vb047LDDcNlll7HXvvUHQh/mwlNGf57GNHUMcmMlN25iQdmTTz6JNWvWYMKECd7zKCr1r371K9azVwl9X19fYUm+2Otgzpw5rHtOI8KPbce6efNmXHTRRWhpacGCBQsK+8xdkIZC/9hjj2H+/PkAgPb2dvzoRz9KPFcaCv1AtArEDWJeeeUVLF26FMcdd5wXy+FDDz2Em2++GQBw9tln49e//rX2uCOPPBJbt27FL3/5S5x++ukYMWIEeWY1KPR+QNlYikroe3p6tJbFs88+G7/85S8B1L6tUd5levXq1VZpt2/fHn12UfdlpCFoZY2g0GeIWm8kqYRe/t7U0BSdAMhldckll2D8+PG46667csxR+pAbtIcffhhz587FM888wzqnrXK7YMEC/M///A++8Y1vVGyJ3h+Qhodenon68Y9/TDoXx0MfFPpdMJXJunXr8I53vAOzZs3CT37yEy/XkheY/+Y3vzEet3Xr1ujzpk2bALhtCFjrfVWtKfSijNTvTZGUBJkHdpVzrYIz4HURsILlJsAZ/Un14Cr0Moo+cyHn7/LLL8e6detw5pln5pij9CET+pNPPhk//elPcdBBB7HOaUv0brrppuizSYWsVaSh0MtqIBXBQ+8Hpvbv1ltvjX4766yzvFxrxIgR1mkEqe3vi2J37NiBBx54oMJDnef7SCH0ahmIv9WBiDxA669wacMEXBY/B0If4AxKDOdagU9Cn0aD6zOygakz7M9Iw3JjW84NDQ3R5ziv7x//+Eecf/75NeUhzYvQmywXPjvDos+4pYEsSePw4cOt04j89XfLzfz58zFnzhy8973vjd5p7vvY3d2N3/72t9i4caN1WpdFsaJM1O/720aHmzdvxm9+85uKwBgchd5nuxMsNwFWqKVGUgdqx0Ah9GlEuvG52Es0FEUnKj4HHKJB86nU2ZaJ/L7EpT366KNx880349BDD3XOWy3B9Cwo3lmqGkhBsNzsgqlM4tr5V155xdonDLgp9KJM+vui2P/6r/8CACxdujRaGE59t3fs2IGrrroKt9xyS8X3F154IT7wgQ/guOOOs24PXcJWmmxwlGvX0szKrFmzcPzxx+MrX/lK9B1HoXdpd4JCH+CMWqpsSXCZuq1VQm/yNBYNaSgUPgcJtuVMVegFaklVyUuhV8tA/O1ToS96PUkDtu3Nb37zm2i3yvXr11ulbWxstDoe0O8IDPRvD73IN7VdvP766/H1r38d5513Hv74xz9G3//nf/4nAOAf//gH2tvbrfLg4qE3DbIpdbRWZpHL5XK0cPV73/te9D1HoffZ7gRCH5CIWp3G/POf/4x3vvOduPTSS6PvXJQemaDJKDqhFw1r0YlK0Qm9bZnYEvpaQl6E3qTQu5Rz2Cl2F2zfTxGBq729Hdddd51VWhdhSBAUl3a7lvoqGSLf1Hb78ssvjz7fe++92mNMC1NN4BB69XtKuddK3TO9d0VR6GtJHDIhEPoMUUuN5OGHH45//vOfuOyyy7Bq1SoAbh2DSaGPS/uLX/wC1157rXVDGhR6HoRfsyiEnrIBjorbbrsNCxYsKORisv5A6INCvwu29yz7oW3fT5eyEoSeapXsDxD3Sm0X5ffZ9G7LYRUpcAlbabLcUMq9Vgi9ScTjEHqf9z5gFfo77rgDJ554Io488kh8/OMfj2KB3n777TjuuONwzDHH4MYbb6xoSF588UXMnTsXhx9+OM4//3ysXLky+q2jowMLFizAkUceiRNPPBGPPPII87aKg/5gudm8eTMAt/BntpabpUuX4kMf+hDmz5+Piy++2CqfQaHfhb6+PnziE5/Au9/9brz55pukc6XhobediaF46E2d3N/+9jecc845uOKKK3DJJZdYXTcLpBG20sVyY5rep5R7IPS7YNveyLYZW/LgQuhN1qr+bLlJY+2TLaH3uSjWltC/9NJL+M53voN169aR85sVTH1B1pYbUzs3IAn9vffei7/85S/44Q9/iMceewyXXXYZGhoa8Pjjj+O+++7D7bffjnvvvRd//vOf8dBDDwHYWZAXXngh5s6di9///vc44IADsGDBguicN910EzZt2oSFCxfi6quvxjXXXIO33nrL203miVq13MgQFc6nQm+q3H/4wx+izzfeeCM1i9r8cJTmWif0Dz74IO6880787W9/wxlnnEE6VxEsN5TpatM9L1y4MPosPLBFQlEUeg7RC5abXbBdFCsTetvpfZWEUMjHQFTofUW5kWFL6GVwF8XaEPpyuYwDDzwQX/rSl3D22Wc75DZdFMVyY8rHgLPc9Pb24tZbb8XFF1+MlpYWlEolzJw5E4MHD8bChQtx6qmnYvLkyRg3bhw+8YlPRB3s008/jYaGBpxyyikYMmQIzj33XLz88stR3NiFCxfi3HPPxfDhw7H//vvjqKOOwqOPPur/bnNAfyD0osL5jJZgStvc3OztnJz81brl5rXXXos+/+1vfyOdy2S54RD8NBbFcrdNr0WY7pkT5cancutST5555hksXbrUOl1RYBvPfciQIdFnW/KglhWFZJoGbrYe+h07duB///d/naLzZA1bIYYyK2VL6OXnzV0Ua+Oh37FjR3QeeeOpooCr0D/99NM48cQTcfvtt0ffubT5pve/Pyj0VvsFr1mzBh0dHfjtb3+Lu+66C8OHD8cnP/lJnHrqqVi8eDFmzZoVHTtjxgwsWrQIAPDmm29i5syZ0W+NjY2YPHky3nzzTYwYMQLr16/HjBkzKtI+99xz2jx0dXVVvRj19fUYPHiwza1kBrVCJpEj8XuRVq6XSiWUy2XtttRJ+TQd09HRof2+qamp4m+b56BWyI6ODuOi3CR0d3ejXC5XvWtq+eRdTtRZCUo+29vbUS6Xqzqbjo4OpygbwM4ysXlGquVGl9Z0z6bvi1JWtm2BDPXdFmlVgm2qazK6urq05dzV1VVBOk3QXUOck4pHHnkEJ554IoYMGYLFixdjwoQJFefOu6woMN2zqZxVhd7mHtWy2rhxI8aOHRubZseOHdp221SvVIhj/u3f/g3f+973sN9+++Gf//xnoYUp0d+4tAV9fX3a7zdt2mRVVvLzNvV/ar8i3gc135Q+NqmvKgrUdkjkTyX0prI67LDD0NPTg4ULF+L0009HY2Oj0z2b+iTbOpk1KAMfa0K/bds2LF26FA8//DDa2trw2c9+FnvssQfa29sxbNiw6Nhhw4ZFit+OHTsqfhO/t7e3RyGhTGlV3Hbbbbj55psrvjvttNNw+umn29xKZpAb9+3bt2PJkiWkdG1tbWllyRpiJmXFihUV369fvz7xfkzHLF++XPv9mjVrKv6mPi8AVWrfm2++iVGjRpHTy1ixYgWWLFlSdX3177zLSVXNRP7U7cApz3Hr1q1YsmRJlSL1+uuvO8+ciOdIhdygbtu2TZtWzZ84RsSgVr8XyLus1FCFNs9FLExX0ybdM1BdL9atW4clS5ZUPY/Fixdj5MiRsfnYsmWL9hqrV6+2uh8R8aWzsxOXXHIJ/v3f/73i97zLioKVK1dq71ndjEgcI3fImzZtsnpeunYxSawQdc+l3ZbLWYQYfOGFF/Daa685D+6zwNKlS1Eulyt2jQVobYGpvXnrrbesykoOc9nZ2alNK68hFPmZOHFiVbu9fPlyjBs3LvZ6y5YtQ1NTE6t9yQKmvjSprxJlJQ9qRZ+0bNmy2LQ6mOremjVrCvfMZEybNi3xGCtCL9Sb8847D42NjZg5cyaOP/54PPHEE2hqaooWxwI7yevQoUMBAEOHDq34Tfze1NQUKbLbt2+PdsOT06qYN28ezjzzzMqbKLBCL2P48OFobW2NPaZcLqOtrQ1TpkxhLRbxiYkTJ6K1tbWqERw1alTi/ZjueeTIkdrvX3755Yq/k84vQ10I1NLSEil/tthtt93Q2tpaFYNY5Kco5aReW+RPVe90z1FVEhsbG9Ha2lpFEidMmIDx48c75c9UzibIO2IOGjRIm1btuMQx6uxO0cpq9OjRFX+L/C1duhQf/ehH0dLSgp/97GdaG406MLUpZ3XQN3ToULS2tlZFkWppaUks59GjR2uvQWkLZMhK5JAhQwpXVhSY3m1TOcubQ9XV1Vk9L7WcRZschxEjRqC1tbWK9JjKUIbp3iZOnMiyRaYN8VxUYkZ5v8TzUtHQ0GBVVupAi/KOjBkzBq2trVW8Z8KECYnXFseo7YZNnrOAStynTp2KUqlUNWChlNWkSZMwZsyYqoEb5Z4HDx6sPU5uh2oVVoS+tbUVDQ0N2lBP06ZNwxtvvIGjjjoKALBo0SLsueeeAIDp06fj/vvvj9J0dHRg2bJlmD59OpqbmzF27Fi88cYbOPDAA6vSqhg8eHBNkHcBmTTV1dWROymbY7OAKS9JeSyXy9pjent7jd/LKJVK5CleNa3pGhT09fWhrq6uagpOPV/e5aSScpEXXT5V6GIe19XVVT3v7u5u53vs6emxSqt66HVpTWUif68rl6KW1TnnnIN//OMfAIBbb70Vn/nMZ6rSJr2Hcd+r5WwqE1NdlSHeEZe0Murr6ysikhStrCgwtS9q/RHHqJYb7v0lpTfVH1MZyiiVSsZ3qejlUldXZ6xr8t/qd6Z73rp1q9U9y/2QqV6o9Vm8S+r3pjzJEOWp9n9FKyddBJ+GhganshLPKymtDqZ60dXVVbhnZgur3A8dOhTHHnssfvjDH6KrqwuLFy/Gb37zGxx++OGYPXs2HnzwQSxbtgzr16/HnXfeidmzZwMADj74YHR2duKhhx5CV1cXbr31Vuy9996YNGkSAGD27Nm49dZbsX37drzwwgt47LHHKvz4tYz+sCjW5Duk+M1EJVYrnmmBjFrpbWLR+1wUW+tRbigNkylEmlqunMVCWUa5kY+nLBbNGqb6Ikd2euWVV7THmJ4jZVGYz0WxpnuwXZwmR7Yoeh0zwZRvUzvvc1Espe0VbazL2g3TPRR94SCn3TYtQOUsijU96zSi3KSxWaNPqPkzbXxGgSnMp01an/1cUWA9HJk/fz42bdqE4447Dl/60pfwmc98Bu985ztxxBFHYM6cOTjrrLMwZ84cHHbYYTj55JMB7FTVr7vuOtx99904+uij8cwzz1Ts0HbBBRegubkZJ5xwAubPn48LL7wQe+yxh7ebzBP9mdDbrMBXGyoqoZftH8uXL49i4usQotzsAoXQmzqPohB6WxIrf88JhZYWKKTXNooMpTM01QvdIvckUAlKEiixuouOLOPQq20tpe01ESbOfgNFJz1FCFspX9v0rNOIQ6/2qUXru6jhc23O5ZPQ94ewldYy1ogRI4zbVs+bNw/z5s3T/rbvvvvinnvu0f7W2NiIK664wjYrNYeBQOjV70yKiYnQq5V+w4YNaG1txV//+lccccQRaGpqwptvvqldKGRqMPr6+vDlL38Zr732Gn7wgx9g8uTJ2mtT8l00FF2ht1WN1AgRSceYvq9VQm8Ch9CrZcCJQ0/dKCcJlJmYosN24zNOHPqsFfqkcxYVaWwsZft++lTobUQztWx27NhRsW4jb5jaIU7oSUpakzvAZTak6Khtw1ANoD/sFCtedErHYFIJTIqECvU4QSbPPPNM9Pb2YuvWrbjyyiu1aU1K5K9//WvceOON+NWvfoVPfepT2rSmDlPnMy8STI0SZfDoQ6FPeh62Kqb8vG0V+lq13FCQhkLvEp88WG52gRpjXCBrQm9S6Puz5cak0HNmJWzrLUWhp86a2Sj06jlNkQLzgk/LjYlX6KAL26r7vmh9uwsCoU8Z/eElsVHo1Qbf1NhQFXqRXrbeqGHhTGnF3/KeBrJfWXcd9W+1wSiaPcDUAWSh0C9btgz7778/jjjiCCNBsVX0KISeQqSKSOg5746tGhyXNg0PfbDc7ILpWcgeelti7GKbGQgKPXVGmHPPtn04R6H3ablRI7TlDRMH4Cj0lOdFtfoEhT7ACrXacdksijUReqrlxlRB5chGps7QRFwo9gsTca81Qi/+zkKh/+xnP4sXX3wRTzzxBK6//nrtMbYKvZyn/uahT0Ohd1kUa+pIg+XGDraEXn4nbRV6F1LOUehN1y2aQm9qw3zaKdJQ6Kk7xVKuLY4pOqFPY1EspQ1TrxsU+gBnyC9JrY4AbRR6k+pHVegphJ6q7ou/OQtEdSH/igSfCr0oT2on/uSTT0af1f0DBDgKPYW4m77vbwo9x3JjUjFDlBsebAec8rPjKvQcQk8hLuIYqhCTF0z9hUnocAGH0HMVehsPvfo+Fp3Q2yyKVZ+DSaHXlXMg9AHeIL+sRVN3qTARAF1FpE6BmjpDk+WGQ+g5Cr0pP0VBngq9PGgwNcocDz2VPOoGX/2N0HMsNyZ116eHfiBabmw99BzCkLXlRhyj1v2iKfSmdptK6CnP0ZbQu1hufHjodYtiiwSO5YYaFYhC6DkLkIuOQOgzxEBQ6LlRbjgKvekaLgp9rVpubBbFcj308jVMjSFHoacSel1ZDRTLjXpO3fuZhUJvS+jlDcT6m0LPmU0xwUVM4VhuTIS+VhT6rDz099xzD6644oqK/VJcLDdpxKEvukJvY7lR30PTolgbhZ5aL9ra2nDSSSfhvPPOw7333puY1zxRPBmrn6EWLTemF90lFrLtothgubEDR6HnEvq8FHpdI97Q0FB4Qp+F5aa7u7vq3k0KrU8PfbDc7EIahJ7S9qrnHwgKvWkG1cVyQ7FKyXj22WdxxhlnANgZq/7aa6+tOt5WoedYbmqN0Nso9FTbjK7umWYiqQr90qVL8ctf/hIAMGzYMJx++umJ+c0LQaHPEEVTd02gEj2KSmQaSdtGucnLclNrCr1JfaWk5Sj0RbDcFN1Dn8WiWN3zLqJCXwuWm3K5HEuoiqbQq8+RE82j1hV6F0Jvq9z+/Oc/jz7Le/PkpdAX3UNPjTajKyv1PbSx3KiwtdysWrUq+jxx4sTE8+eJQOhThkmh7+7uxqOPPop169blka1YUAk9x3JD7QzFNeWQb1ko9LVC6KllxUlrIijyc03DckNVg3WqXBEJfRYeegqhty3nuOvZpJVR9Cg3ixcvxrRp0/Cud73L6EW29dBnTeg5M6umyClFU+ipHnqb9pCalqLocxV6m3VqRffQUy03NpFqKP2zaUEttZxXrlwZfW5padEeUxQEQp8yTIT+0ksvxQknnIAjjjiicFYclRRwFHpby43p2rLnNguFvtYtNy5TzLYEgELoOWErg4d+F6gkUVc3qAo9pawGiuXmzDPPxNKlS/GPf/wD//3f/609xjbKTdqLYqmzdf1JoTf1Fy5CjInQm8qNUhfSUOhN5ayWTdHEJ6rlRlevTAo9xXJjcg1QF5oHhT5AC/nlu+qqqwAAr776asUIsAigEnqKQm9ruTE1xGnHoa9VhZ5qm9GBY60CaB56WxLr6qEHKt+pIhL6rDz0Kjgeeqr/ur8p9H/5y1+iz8uXL9cek6eHnqPQ9ycPvU/LjYno2Sr0FFGCGuWGslbCNJtSNKGQqtDr6hV1B3qOQk8h9EGhD4hgqmCUBYxZwqeH3qTQU5ULcQ2ZPFIVehs1iarQF53QcxR6USbUDo3ioU+D0JuIi0w2ihiCzMUGkHQsRd0ypaFMdVMXyPdHD73A8OHDtd8X3XIzEBT6PC03lO/TsNyYyrnoIZapYSttFHoXQm87ExMsNwFamCpY0Qi9T4XepHRTF1GK4+TvqTHsTSNxHagKfdHURM6iWK5CTwlbySH0fX19VtYCudEvWmcG0BZ/mdoCkw3KxXJj46E3vSNcQi/fZ9HqlIoRI0Zov7edrfBJ6Cn1woeHfiAq9FwPfdqWG1M7UmsKvWlRLEWhNxF6yiyjrYdeKPSDBg3CuHHjtMcUBYHQZwjTC1M0NZHaiVMUetPUGLWh06kPth56m8ZcvW6tKfSmDs0mLdVbmLblxnRtioe0iCTRhWSYYCL0FIXKVM66jtT0/psG7lTIxxexrGQMGzZM+z21DTPtwGyDoNDrYVKl8/TQU9rPNBT6WiP0Nmt5qB56SjmXy+XonwxTOYvAJePGjSMF2MgTxc5dP4PtSD8vcBR6FabpQKq6pVPoqf57UwMdl0/1urVG6PNS6G0JfVtbG6699lq89tprpDzJ6C8KvQ2RpSr0NjY4ioeeOuizJeXyeYtYVjIaGxsB0L3onHUtJlBU9jQ89LUW5aZoCj1Am8m2CaVItdwUjdCb8kex3PiMciOOsx24FTFymopA6DMEtQHIG0W33FAjqtio1VSFvmhqYhoKPZUAUKLcmL4/55xzMH/+fBx66KEV31PeE8p6h6LVKYCn0FNVdkqdzNJy09fXhzPOOAMHHHAAXn311eh7+d5tIyFlDdOsBFWUMC22tEFQ6PUoSthKeRG+yyDbxgZCtdwUrQ00zSBQ2jDqoliK5QbY+byp5SzSF80arUMg9BnC1nOZF3wuik3DckNVg00quw5UD33RGsksFHpO2EpTPn77298CADZv3oyOjo7oe0ojS1kIXLRyAmiKOHVgJP6mPC9q2ErK4MmU1vS8H374Ydxzzz147rnn8JGPfER73qKpvipqldD7UOiL7qGnijim91N+NhzLjUzoOQp9f7bcmN5hyvPiWG5MlidqPxcIfYAWA8FyQ41yY6vQy40VdS2CSa3Rob9YbtLw0FMUeo6Hvq2tLTqWo0TKZVW0QTJAI8EU4iH/7TLINr0jNrMh1Hdk0aJF0eeXXnop+lxkhZ4bt9pE6IsSh74/L4o1tflpWG7k70Vb2NfX5zQjwglbWSuEXgVHoedabnQKfSD0AVaoFctNGmErXRV6G8sNlbhQrlurlhubQUyeHnoZS5YsAaDPc39W6HV5jLOu6P7m1ElKWtMx1MgpFHWzaGXV3t5e8bdtfPI0FPq84tCr91J0Qm/KN6V9so1+olPoKSKX7juOQq/rI3XH5Q2q9U93z9SwldRZz56eHjKhryUEQp8iXDuAvGFqGCidOFeh51hufCr0A9Fyw4lDb4rkYUPoKXHQAdpsStHKCaB51rNU6NNOq0svQNlvIC9s3ry54m+Twl50y40PDz3FJpYnOItiy+UyyXJDKWdB6KmiBMdDX6uWG2r/TJl94kS5AfSEPqkNCwr9AAf1ZSsa+aBabigNlWj01MbGdmGrC6HnKPT9zXJjQ4ypU/Q6y40LoX/rrbcA0AkuZTalaOUE8BR6FT5mzThpXcpZdx71cxFAXTdADWdoM8g2wcVy40OhLzqhN4lPlLpmujeqcitfWxB6yiyX7pw2Cr3JclP0KDdccUCGaW2ejeWGWp8DoQ8A4DbSLwI4iyV9K/RpWG5cfdm6v/MGlTxQpiJ9WG5c/LobN2405tHVclO0cgLMHXHSd4DfRbE29YITXSfue/naRScevhR6zpS+i+UmKPTV38eltVXo5cX8cQo9pZ8U/RtF+KL2VUWvV6aysnleroTexnITCP0AwaOPPoqDDjoIBx54IO68886q3128eEVAkeLQ21huTNc2TdfFXbe/KfQ2hJ5KXOQGTjxTF/JgUqdM6SkdWtHKCaCVSRYe+iwtNyYUvaxkpOWhtyH4Pi03NotiXS0NWYG69kmXb7UfsCX0sq/bl0JPsc1Q100Vrax8tkNcD31/DVtZ/Ej5BcamTZvwzDPPAADWrl1b9TuVDBat4qURtlJtPG0tNy5RbkydUldXF4YMGVLxXX/30Keh0MvXNm3jbUPoqf5TXUOs+mGLVk6Amw1AgErobWbNsrDc9CeF3jehL5fLFeEO4xAsN3pwPPS1oNDbWG6o+S4KfCj0lHIOCn0ACUlRPmrVcpNG2Erqgh2flhtTQ6fbHKW/R7nhEHrKwkbxTF3Ig61CryurohMPgDbIoir0eansvhT6InvoqYMYaqSuoin0HFtW0eoVtf3jWG5M5aRT6KmihIquri6Uy2XStTn3nCeyUOhtCL2tbTAQ+n6OpI11qFNgRevQTBWMo+i5KvS9vb3o6+sjpad2SjrLjeneak2hN5UVpSO2JWvyc7RV6GVl0oflpujTzUA6Cr2LD95mip5qy7L10Bc5yk1aCj1nITHleXMUetO9FZ3Qq8hLoY87lqo4U/ol3Xf9zXJDeV6mRbHU9zPEoQ+oQtLGOtTOsFYqHqVToVpubBR6quphyrd6Tp1CbyqTWiP0aSj0lLKyJfQNDQ1Vaakdmu6ei15OgLkjlkHtkGw89KZ8cAbo1OtSLDd9fX2sBaO+wSX0prpXFIXeZjBQdEJPbfPTIPSyQm9Ka0qv89Dr+iWbmf9aU+htZhaysNwU7Xm5IBB6BlwJfdFtHD6nxkyWG+p0dW9vr5bo2dh9KAo9ldAXraw4Cj3Hl62e02S5MaX1SehNU9VFa6Ap5IjrofdNyrmDPgqh1/2dJ3yvG7AdEOjgQuhtFPr+Quht1GrTvbko9KagAKbvdATVldD3N8sNZaBrWndFJfQhbGVAFSg7ZcqoFdXX59SYyXJDVbfK5TKZ6JmOoXjoOUpPnqA27pRBjA0BAIqt0OuOk/Hggw/iggsuwOLFi43H+IaLDUDAJ6HnDNBtLTcmFDnEHpWQ267l8anQ21g8KeVMtdwUrf2j2iwp75dJ9TWVk9yPmNKa0lMVel3aWrXcqLApK5NC7yJcieP6o+UmRLlhIMlDb2ps+vMWzSpsLTcqyuUyWbngLIpVUSuDL46yxi1nuUxtw1ZyCD1lUaz4Xr6OwObNm/HRj34UAPD444/jxRdf1ObRNyidD1Wh90HKXTrSgajQ2yrspvQ+PfRBod8Jn+tDbBV6+XvTO2L6Lij0PKGQq9DbWG5qidAHhZ6BgW65oS72AeiWG10D7Wq5MXVKNmmLXlZUVc5GoacSF06UG9+LYm3I8YoVK6LPL730kvaYNJCGQu9Cym198Lq0HHIqn8c1fZawJeRchV8HF8tNGgp90do/zswql9DL6bkKfblcJi+ypSr0RatTPkUJE6EPi2IDnJFkuanVhZa+LTd9fdVRaqidoY3lxqcSWStlxVFruJ5G3eZALiqmWFzm00OvO04gr4bZ1BEnfQcUz3Ljaj8RKHK94g6AsiD0FMuNjT2qVhV6FZz2j0PobRV6HbZv305Ka2rzi2xjA/wKbiaLJyUtEMJWBmjgarkpcmemA4cAAPqQXFQCwCH0nMa9Vgl9GmSNYrnh2BLiLDcU0mtS6E3kI6+GWUeOTKRCBZXQ26xryeIdMZ2Tq/CnCd+EPK9FsTblXKuEnkoSKcp5X1+fVhyg9FXlctkoLFBJ5rZt20jHUUWcovVVPtshk0Jvw0mCQh9QAVvLjWmBaK00khSlh0roqepWGpab/mSPykKhp1huyuWylqhROsM0PfRFgk6hd+2EfQzcOANdKiGnlkuRyorrgaemN9WNpUuX4rbbbsPGjRuNx3IU+oFgucnCW61CRxJN6XXX3rFjByltrVpuVPhQ6F3SAv3XQx8WxTKQROhV1IpC73OKHtAv+ElDoVcRFPrq72WYGj8KAejr69M+G45Cn5WHvigKvS7fWUS5yVKhp5ZLkcgHVaHnWm5M6Y8//ni8+uqr+N3vfoef/OQn5LRBobezn1CtGDblzCH0VA89tayKVKcAvn1PRpYKvUAtEPqg0DNg66GvFdWXSgBsRsMcD71rlBvT87YZDNQaoeeqNWLaWf1OhUk59225oXZotWq5oSr0JkLv2qHpytmmTlHVZmq5FKle5emhb29vx6uvvgoAuPPOO43XsiF6PhX6IpUTkI1CTxWfuru7yWETqYS+P1tuOOJTHh76WkAg9AzYeuhNlpv+XPEAnoc+WG7iYZp+dW3ohBc07hqAnnzbEHoZPuLQ1+qi2DwUenHtLBR66rqIIqmJXMsMR6Ffs2aN9pyU+kxV6CkD9FpX6F3JrYsVQ4BruRmoUW58Wm6o9+wiMgaFvp/DV9jKWiX01JGrznJDrXg2lhtO416rlhufgxhxHIV4mJRXF59xHhtL5YE0FHpXQl8uVy/gozwvW7WaWi5FKivflhvTugNduZgIvYvKbrPegdqOFI3Qq+C2fxxC39PTQ1bodXC13NQ6oXdpw0RkNFcPvYvIGAh9P0eIQ+9eeWwsNyFspRk+/dHiOEo5mwh9FpYb3T0PNIWeO2tGHbgNRMuNirQsNxyFnkLWbGdTdMcUndD7FHEAvkJPXQcUFPrsFHqqDTgQ+gGO/hqHXoWNFzNPy42KNBbFFr1Dy0qhN1kpXHyJYiDg2hma0hbdQ68j9Fl56LOy3PSnRbG+LTe69KtXr9ae00VM6evri/7FnUuXtlYJvUk0sxGfXD30pkWxwUOvB0d84nrog0IfUIUkD70K8fL1Fw+9TeWhWm7yUuhN5y/64IuqUNkQegoB8Gm5AXY20Fkp9HmBYrmhEiaT5cb3WgmqfSRYbvykVxX6rGbc+guh57Z/eSr01LCVpjKpVYXe5f1MQ6FPKudA6Ps5XOPQ16rq69qp5LWxFEetFmVSq4Q+aysGwAv5xiX0tRC2kpLvNDz0OugGQVkp9FTSkxe4hF6FjcKvEnpB8lxnR7kzMbVG6Dk2DoBH6Lu6urwr9BTLjWg3+8tOsZR8i76GU862obQDoe/n6K+WmzQUes7GUrqwlZRrDwTLjQqu5aavjxa2Mk9Cr6JWPPQ6olirHnqqtcp19988wZ2V4AwINm/eXPG3IPScmRiflhtd+5An0iD0rsR469at3j30FMuNqGNFt9ykwStcB9k2IqNALRD6sLEUA752iq3VihcU+vxRNIWeSnpUcBT6ctnOQ58XKAo9lSTaKPQc5VaXTndOG4VeRKiwvXZWoBJyG281Nb36nYnQ56XQi+/kvi9PUIUYmzaM4r/Xfb9hwwbtcdRrU+uF+l2tW25cxSfdjIjNwM1VZCwyilEraxS2cegFWSq66pvGSDqPsJWcBqPWZ1NcG3cOobchiTqFnmqb0ZVVLSr0Pgh92ouf07DctLe3V31XpHrFtdxw0qtpxbOi2HWyUOiB4vVXMmwUeh04RG/Dhg2ssJWuHnqTQl80Qq+Cyyt0hD5NkbEWFPpA6BmwVegBvQJQpM5MB9tOXAXXcsONcuOi1pgU+qJ1Zmq+xbPKS6F3VTGz9NDnBYrlJg0PvWnwxZm5ohBM+XgZ27dvr/quSOSDes82bZju+7wUekrbWSuEnmqzzEK5Xb9+PTmCE9VyQ1Hoa9Vyw51N9q3QB0I/wJHkoddB9yIVveKJe3NViWrBcqOiVhV67up/HaG3aSQ5Cr1rOZsWoxWJeAB+FXquDc514GYKF9efFHoVNsQDSEeh55Rzf1boqfm2acNc66SNQk8l9JS0/c1yY6PQc+pFf/TQB0LPgK3lBrBbCJcX8rTc+CT0nEWxteqhFz7MrAkAwAtb2dHRwSL0Ngp9Xp5IyuwTtRPmKvSuhL67uxt9fdULI20Ifa0q9K6zT2l46Kltbxoe+iL1V1SrpE0b5io+bdiwIROF3jQrW6uEPg+FXscrkq4bCH0/h4vlpru7u8orV3SSaKN0+1boOVFuOPmulSg3WSj0HMsNldCvXbvWOUJEZ2enlYe+KISeowaKv107NFfLDbDzHaNabnT1vugKvW/LTRoe+jwV+iKXVS0r9NRFsbr3y2aQnRc4ZaUD1UOvg05MSSqnQOj7OVw99Nu2bav6rkjw3UhyPPRZWW50jaSuMyxSZwako9CnrQbqsHLlSudy7uzsrEkPfZ5Rbsrl6hjO1BjanZ2dzgp9uVzWKvRFKitTnfdtueEo9NRypnro+4tCn2dfladCrzuuSHUKMJeV62yKznLDUegDoR/gsI1DD+gJfX+veFRvoOnavi031MgptUgSBaH3GYc+C8uNDaFXYSL01JjuWSENhZ5D9FzjbesUeiqh7+3t1Sr0RVITOQq7DjYKv0mh5xAX3wp9kQi9Co7NEuBbbjhx6F1noru7u8kDiSJB5M+WWAtwotwEy01AFVw99LVG6E32E+o9U8Nxma7tSvRsFHoVJkJf5M4MsFu0mIXlhtoZrlixwvui2FqoV5yZK93xHIWempaj0Pf09NScQm8b2afoCn1/IvRU8YljuTEdq8Jk/aMKCBzLDXUgkSdMZUVZX0cl9DazybaLYmsBgdAzkGS50aG7u7vwlhsVXIXehtDrjqOGraQq9JxGskjEA/Cv0Ofloc/SclMUhT5Pyw3HQ68j9KZnOhAVek56Na2Y3aQOJlT09vaSZ1N0x9QaobcJW6mDTqEH6DPCHIXedcM1k0Jf9L5K5E8l9Hkp9MFyM8Ax0Cw3ro2kjtBnYbnhDERq1XJjsyhWB90UvY26xbHc+F4UW4uWG4B2z+JvTofG8a5Sy1mtuz09PTW3KNZmbwddepMH30aUyHrGrVYJvU3EF6rlhpre1GdQ208doe9PlhvdO6YbcNo8L6qwoKJcLlsPJAKh7+fwtSi2SJ0Z4JcYA3zLjc5baNMpuUzpmchWkTozwKzQ52G5sVkUq6bfuHFjWBT7/4PSERdNobfx0Bc9bKUK8V66DlY5HnqOug/oFXrO7KacpyLANKPhM8oNNb3Oxia+p5yPY7mpVULv2rcD+oGMTb0IHvqACvjy0BepgQT8+xLTUOhtOiW1oezPCr24V9fBF5XQ62Dy0FPLSlfOFE+qrYe+Pyj0Pjz0ru9IZ2cn2QKi89DXmkIvZiSoaiCVlHMUemrb6zpANyndpu/ygo7QU8uqaAq9K7mtFcuNCpu+XQedKGFTL4LlJqACrnHo+4tCzyH0VHXLxnJjOsanQl/0shL36jKIEcdxPPTUd0J33YHooXe9Z5PlxmbK2dWWRd2hUZefWlDofc8+cVR2jrov8u2SNo7QF02AktHR0cFSybmEPg+FvpYtNxyF3nXBtzguEHoA559/Pt773vfife97H973vvfhi1/8YvTb7bffjuOOOw7HHHMMbrzxxoqH8eKLL2Lu3Lk4/PDDcf7552PlypXRbx0dHViwYAGOPPJInHjiiXjkkUeYt5UNBrqHnmO5oapbHNJjWnRDaeh8RLn53ve+h0MPPRS///3vyWlsYVLofRJ6G3WLeh2f5WzroS8KOIvoxN+uESKoC3K5lhsdQa01hR6wWzfgU6HnWm5cB+jifoter3QKPTXSjI3lhqPQcwg9te3sT4SeWlY6Qm+Ttj9abupdEl188cWYPXt2xXePP/447rvvPtx+++1obGzE5z73ObS2tuKUU05BV1cXLrzwQpx33nn44Ac/iFtuuQULFizALbfcAgC46aabsGnTJixcuBCLFy/GF7/4Rbz97W/HHnvswb7BNJFkudFBR+h1RCZP1IJCT7l2ubxzgadtxQX4Cn25XMbnP/95AMCxxx6bmirsm9Drpqs5iolIP2jQoNj0HD95rSr0PhbFuhJ6qkLvm9z6iHKzaNEi3HfffTjttNOw5557ktNRYZpZ5VpuXJRyzmAA4KmYJqLY3wk9x+LJCVtpajsp53ONkJMlfIo4gP49HOgKvROh12HhwoU49dRTMXnyZADAJz7xCfz85z/HKaecgqeffhoNDQ045ZRTAADnnnsujj32WCxfvhyTJk3CwoULcc0112D48OHYf//9cdRRR+HRRx/FBRdcUHWdrq6uqk6svr4egwcP9nUrTtA1nLrK3dXVpSX0qic2z8qoq3gmzy3lnnUduI446q5tGsVTQiSWy2VtQ0fp5Hp7e2PTJpWTuplWWuWpnlfYIdRnRg0paTqO+m6bZjWSCL1p4EbJd9zGUrqyoqrLvqEja9R7NtVJNT2VwHV3dzvX5x07dmjLk6r86uqzaAMp7d/73/9+LFu2DN/5znewbNky43Gu0N1zR0cH6XnpICwRpjJUzylDfYdt0srpZVAH7SZyrLNc5QVdW6B7v3Tttu7edDvFArQ6adOGUUk+tZxNs15FKSdA/7x0m07qysr0fqqgzkjpBhOUepHn85QFZBOcCP0NN9yAG264AXvttRe+/OUvY+bMmVi8eDFmzZoVHTNjxgwsWrQIAPDmm29i5syZ0W+NjY2YPHky3nzzTYwYMQLr16/HjBkzKtI+99xz2mvfdtttuPnmmyu+O+2003D66ae73AoLa9eujT5v374dS5Ysqfh9xYoVVWmWL1+OrVu3Vny3ZcuWqrRtbW0ec2qHDRs2VPy9detWLFmypMr72tnZWZXv1atXV51v48aNVd+Vy+WqtEB1pW9vb0dDQ0PVcStWrKhKr84EdHV14Y033qhKu27duqq06j339vZqy0AtZ1M5bdmypeLvadOm4dprr8Whhx6qPd4VakO+bds2LFq0qKrh0d2zrlyWL19e9X1HR0dV2uXLl1elXbNmDYYMGVL1/VtvvYXGxsaK73RET60Xpnyr7+H27duxfv36qrRr167VlpWad917mAZUArFlyxZtfVmyZAmam5srvlMHl//1X/+FSZMmVZGXjRs3Vt2P+i4CO8OEqu/Ojh07qtKuWrWqKu3y5curyrO3t1f7HNVOs62tTeuhX716NaleAYhI/MqVK1MpO909L168uKqsqG3Y1q1b8dZbb1Udp2vD1DLZsGEDlixZUkVedH2G2oYBO8tKLf+uri5SX7Vo0SItOdblOy+obdX27du1z3rTpk1V75eunNesWaNth5YsWYKRI0fG5qW7u1tbBuq7DejJqA7btm2rSqtr63T3rCvnPKHes65fAarb/La2NmzatKnqOF35qeUM7CxTFdu2bdOKbnF9jSm/WWHatGmJx1gT+i9+8YuYPn066urq8NOf/hRf/OIXcf/996O9vR3Dhg2Ljhs2bFhEsHbs2FHxm/i9vb09asBMaVXMmzcPZ555ZuVN5KTQDx06NPo8ZMgQtLa2Vvy+bt26qjSjR4+uarTr6+ujtOVyGW1tbZgyZQppRJYGRo0aVfH30KFD0draivr6ytdFzrfA+PHjq86nm6oql8tVaXVoaGioUgMBYMKECVXpVZJRKpXQ0tJSlXbUqFFVadV7LpfLGDduXFVacc9J5SQP9gBg6dKlmDt3rnevsPwOAjvJBPWedR3UhAkTMGLEiIrvGhoaqtLqSOLIkSO1z2zy5MlV9Z8KXb7Vey6Xy1VlDwDNzc3aslLrH+U99AG1HgwZMqSKuAPA7rvvjrFjx1Z8p7Zv9957L7773e9WqcYjRoyoup/hw4dXXWPcuHFV9UpXzm+++WZV2ubm5qp3pK+vT/sc1WuMHz9e2x6MGTOGVK9UpFF2QoiSMWHChCoCYWrDVELf0NCAKVOmaM+Z1IY1NTWhtbW1StQYNmxYYhsG7Hzeat2rq6urSqu2VwC07Qiwq6yKALUN6+7uxu677151nK4t0JGzESNGVPVzADBp0qSqOqmzwenauXHjxlU9LypfEX2vjDFjxlQdpyt7XTnnCVXsqa+v1/YXo0ePriorXTup+07X/umuMWTIEO2siZpWHtzpyqJosCb0++23X/T5rLPOwsMPP4znn38eTU1NFaOZ7du3Rx3v0KFDtapaU1MTmpqaor9FxyOnVTF48ODc7TUCasVXOyBdx6Wbkuvu7q5KW1dXlxuhV9HX14e6ujqth55yz6bBWalUqjpeNy1n8mwmPZ+4MGKuZdXb21uRVi2n9vZ2fP/739cSTEqeuejs7DSuyaDcM6AvA0rauMFK0n2b7FGUtKZpdjXfoqx0dS0L6J6r6ZmpedJN0etUVd27bYJ6bfXdBuj1wnRd6loJNT21/Uuj7HTnNLVB1DZM9xxLpVLi8xZloiMflHvv66sOG2tTn3Xvpy7feUHNtwhbqUL3fpnuWVfWunumWKioaU2glrPJZlSUcgLc+3bTPVDbIV0569bWJaUtEiczgZ07cYPTpk2rsDcsWrQoWrA0ffr0it86OjqwbNkyTJ8+Hc3NzRg7dqwxbZHhErZSR277+6JYXWNDTc9ZOGPy31MXLummRZMWhF1zzTX413/9V3zuc5+LPc4XdItiOaHAqB5E0yI60zkpaV3z3dnZaVzvoEN/WBQLuMetFsdRotzooItDT10Uu27dOucwtFnBtCiW2t7pytl1waOPOPSmBdVJ35n2dyhyWXV1dTkvagXSiUNPrZM6UNPW4qJY05oD6rPhlLPJQx+XthYWxVoR+q1bt+Kvf/1rVGnuvPNObNmyBfvttx9mz56NBx98EMuWLcP69etx5513RpFwDj74YHR2duKhhx5CV1cXbr31Vuy9996YNGkSAGD27Nm49dZbsX37drzwwgt47LHHKvz4RUUSodehlgk9Z2dJynVM1+ZEueGQHhuSKPDNb34z9nff0HVorvGMxXGu5IEattLUwLrm23TPpsFXUQg9lwBwIkRwdorlxKFfvXo1eQMxCtIoS+o9A/RINdRnq0ur+96mnF0H6LUQ31yXb90ajTQIve4Y38+Lmm/TAtEiwXf/zGn/dNdOSlsLhN7KctPT04Pvfe97WLJkCerr67HXXnvhxhtvxPDhw3HEEUdgzpw5OOuss1Aul3HKKafg5JNPBrDTJnPdddfh8ssvx7XXXot99tkHl19+eXTeCy64AFdccQVOOOEENDc348ILLyx8yErALQ59LRB6FVyF3kToy2VaOEOOYsJpMEwr8IsEqlpto+i5EgCqEpm3Qp8XfL7bgF6htynnLHaKpRJ6V/LR3d3t3YJpIg9UQq+Co9D7iEPvGtq0FhV6wBxVjfKdadaMKkpwdorVgdNXFamcAHr7x5n5p94zNfJQvyb0o0ePxo9//GPj7/PmzcO8efO0v+2777645557tL81NjbiiiuusMlKIZAUh55a8YpG6KmWmzwVeqrlhqNW65SeIsVgBvSNJDXuv+n5u6qBpp1iKQ2nTVmp6Orqshp8FUWh51pualWh97kDc2dnZyaEXhd7X3esTb2gfGdjudGht7e3KkIIlfT0J4Xepg2j1CtqnbK5tg5pzibnDa5CzxE0XESvWiD0xXb4FxwDxUMvGoY0FPqk9KZKT+0MOaP4rHe07Orqwmc/+1nMmTNHG3VCB91z0IVdy8JDn4ZCT13voO7tYEqbJziWGx2oqpypnDkWOlcLiW+F3rQ+hwOOQs9V930r9FRCbyJMnPczC+RluUlToZcHqP1Zoef07QBvDZHueSUNsgKh7+for5YbE6GnEAAdTJ0uJb2NLUF3DKfS6zqGJJLIUQsvvPBCfP/738cDDzyAu+++2/k8upCSWXjo43aKpaTlzKbo7rnoHnqb3Yg5nTiVfHAsN9T0Lh76lStX4utf/zp+//vfV/2WFaG38dCrMNULSr3ieujL5XJVrHYbwuR6z1mBOrin1nnqrJnpfJxZMwE5vCNn5r9I5QT4nX0HeItiObPYRUYg9Ay4WG5qkdCL/PlW6Kkqu+8oN9SKq1Pokyw3uo2VqLjxxhujzy+++CIpTdEUeirR053PlSQCekJfdMsN10PP6ZSolhsdOAr9mjVrrAfoZ5xxBq666ioce+yxVWQtS4WeYyfzrdDbDLJdFXrT5kdFI4oq0rDcUNsMjuIsIPch/cly41uh57SdLrM4taDQO+0UG7ATAyXKjYnQ25AHHSjpOQtnuItiXSw3vvy8pk1dVFDznaflRj3WhlCnOZuSNTiWG9/lrNtZm5r2u9/9btV31PQ7duyw9tA/9thj0WexS6xAGoReB5NaTXm3TeFcqW0YkI/lphYIvW/LTXd3N0uh5/Q3AkmWGx36k0KfxeDJZeF0LRD6oNAzMFA89KLiuCr01Ovovuvu7nYeiff19XlfFJtEEjkKvc11BDhETweO5YbjoY/LD+XaNoMv11kELqiWG98KPRXcKWdKehNJpL7v6nG14KGnWtF06U2WG2qd3Lx5s/NaCdOGgEUiir4JPcdDD9AXW8ZBJvT9yXKjgiu4cdbH6d4R3XUCoR9A6K8eehWi4qgdA5fQUzs0ztQah9BnbbmxuY5AGgq9TkmhpPVF6F0WhdlEJFLTX3vttRg5ciS+/e1vx+aLC98KvW8fKJfQU9oDU0dK7YjzIvSmKDccQk95XtxFsevXr0/Ms01aoFgzX9S2gGu5KZJCT20LilROQDaWG2pa02A1EPoBjIESttKk0GdBAHp6eliVnqNi1qpCzyF65XK5yqdsM73vSnpkNDY2Wl+bs2fA/PnzsW3bNnzlK18hHe+KLCw3nEF2Fgq9Ls8AvazU5zVQFHpXQr9u3TrScTqYIm0VSflNQ6F3jUMP8AQkARcPPTUQQp6gWm58K/QcThII/QCCL4XetGgqL+gIfV9fXy4KvY3lRgdOJBAXD32tE/q+vr4qn3LWCv3QoUNjr01F0RbFquDsSgn4V+ip0XVM4BD6WlDoi+Shp55PR+ip74hM6JuammLT5wXqrGxWlhsfi2JdFHo1kpEpbZ4okkJvQlw5B0I/ACBUeq4vsUgqvY7Q+94ww5Rehc3mJr7JrcvGUkUg9FzLjUrobTpDqhIZBxeFXoda2ASs6JYbG9heu6GhIfpcCx56iiKYlkLvaoNbsmSJ03WBSkI/evTo2PRFAkclp4ZkzcpyQ217+xOhpz4vHyFCbY4NhH4AQBQyR1UDapPQc5VOSnqq1830HdWK4Uuhl0kKB3l56Lu6urBy5UqntD09Pdryok5XCyQp9HHp6+t3Be4qmkKvI2ucOPS16KGXkWQt0EF9XqaQuByYyAMlHKwNoadaDoHqdox6Pl34W2raNWvWRJ/HjBkTmz4vUK0Y1PeYGtknTYXexXKjI/R9ffpQwHmBarmhPi9OOZtg21cVDYHQMyEUeupL+Mwzz2jPU3RCz1ESTXCdRra5ti+FXpDMvr6+2A7NV2fHWdDEueeVK1c6R8Xo7e2tIAGm9GkSetkaUHRCXwsKvW/LjQyZuBRdoe/q6nLesMhkqaQq9L29vc6bQy1fvjz6PGLECKu0skLfHwm97rvNmzeTrmMqdx8eel+WG1P6osBGodcheOirEQg9E7aWGxNqkdBz/Wqc0bBv0qODrHQPGzYs+hxHPnyVY14e+qVLlzqn7enp8ULoOZYbCqHPCzpCz5k25szE6JAnoS+Sh14HrkJPbSt178imTZucF8UK1NfXY+bMmVZpa5XQc9ZN6dovU3odfKjGcpvgYrlxiWOfBajtn2+F3pfIGAj9AECc5aZWCb0Kn4Q+biGxL6+bDF8KPZUo+vJtcwg9J2ybLrIFtZx9EXpZobe1eskDL2rYShlpdoBUy02tKvS27YE8cCt6lBuTQp+Fh54aqSbuWU+dOrViAEURU2rBQ0+tF9TnRSX0aSr0ch6oz1pu80eOHBl9LpKoobPcFN1DHwj9AMNAUOipu+fp0qqIW/CThhpIXSyUpID2R0KvAzX8WVaEPmvLTZb1kKvQF43QZ6HQ5xm2kqPQr169mnQdKqG3JdVjx4613tlcrj+1pNBzwrma1mRQ+yofdXLVqlUsobC5uZl8bJagEnpqWaUR5SYQ+gEOWw+9CUUm9H19+h1XXe5ZXjTKUeg5irMLoacov0m/ma6tw6OPPop3vOMduO6662KP863Q6zyk/Y3QxyEtC4fpeVEVPR1qMQ69DJnQUwfCRffQmwj9T3/606rvOQq97bMeNWoUa3a0qIReB45CbwL1efm49vr1670R+iKVla6uZLFTbLDcBJARp9DboMiEHvDn15UJPUehpzaSOmXMpcHwpdBTSebq1avx/PPP48ILL4w9py7fFGuAKe2mTZtIaXWwUSLjwIlDX1SF3kT0OFP0RQtbaUtckqxVOuRpueEo9E8++STpOup3vb292h1bbZ/1qFGjYjdCTHpHxo0bF30uMkkE/PVVY8eONaY3pdV973JtjlBYVEKvA0copCr0SZAjowWFfoCDM5IeNGhQ9LnohN6X6uFrwQ71ea9atco5rQwqoU8qRxdLTtw5fSv0pvBnlO86OztJFqekZ81ZFEudSTGhCIS+VsNW2qZ38dDnpdD39vY6e+jL5bJznfSp0MdZbuLSDh48uKYIva++yoXQ62B77UMOOcTZytvQ0JDYfuqwevXq1P32VItT1gq93LfHHRsI/QAAZyQtv0hZRWuggKN6JIFjuZEHQJyoBS75ltVEjuWmFgk9Na3Of69Ln1TOMim3baD33HPP6LOLQl9Uy01/J/TUeuFLoY/Ll4nQuyr0gLs9qqenBxs2bEi8bty1gWpCT9n1W6ClpSWx7c0L1L7KRbmVBzGc2WTb53Xrrbc6C4XDhw9P3MFexR133IGWlhYcccQRTs+JCs7gSwdfUW7iCH2azyMNBELPBGdRrEwSi67Q+/LrchbFJu2gR4WL11fu0CiWm6lTp+Kpp57C/Pnztb/bXN/WcsMh9FTLTZqEfvz48dbXFvjCF74Qfe7vlhvOegcd0iD0cfAR5cZlY6kFCxZg9913x/3336/93YbQU9swqg1ORU9Pj5e2l2O5mThxovWC2qyQpuUmblYiLYX+pJNOwn777efMK4YPH25dVmeffTYA4K9//Stef/31xONdocs3J8Soj4EuEG/xDJabAQYOoZdHhkUi9Dqk4aG3bSRddtAT4Ki+Q4YMIe1ACuwiHA0NDTj44IPxH//xH3j7299e9bvN9W1VfU5EIvk7MYCidkh5E/rLLrsMU6dOjf6uVcsN9Z45C2p14O4GbUsyXQi9Wj6mnaRN6OnpwRVXXIFVq1bhtNNOI6ejWm5M0A2yKc+rt7fXy0wMx3LTHwi9i/gkh3/MIoADsItcus78jxs3Lnbg5pJXX6C2YS5lxUlLVegDoR8A4Hjoa0mhT8NDb6vQcwh9nB8yKa2q0FMsN2IAUCqVsPfeeyemdVWN01RfxeIqalqdgqlLnxahP/nkk0kzKUWx3AC8jc904KjsfX3VW8Wnabmh2thkqOWjm1GKg2nQKUOX5+7ubtLMl+l+OR76NAi9jV96xIgRNUXo07BiZFUnVUJvW8577bUXq6x0irkvUBV627Lafffdo88u7Z8s9gVCP8ARN5JOgq1Cf8UVV2DmzJlYuHCh9bVskKbq4Uuhd1EuTNdNSjts2DCy5UaUo3yfsrpvKmeflhsdXBo6oVBxFGPKdVRMmDAh+myT74aGBhJpScNys2nTJtx000147bXXrK7pO/Qa1zaTtZVNwNVyY9ry3gSdTUlFmrNPScdSCb2L5SbOBx+Xdp999iksoafCpV7IM0icga5NWQlCHycUxmH8+PFWZaXWO93AM034GKxOnDiRdJwOpVKJvPg5EPoBAI7lRh4ZJhGJjo4OLFiwAG+88QZOPPFEh5zSkaYvMS+FXlZ9bVfzH3zwwdaWG/l4+XMtKfTDhw93Tht37bi0gwcPTgy7FkfogV3P28Vy46rQf+5zn8NnPvMZHHfccZkvLk06Lq2y4l7bh+VG56ONg0roqXk2zQSkPaNRBMvNOeecU1hCn2a9iIsWU1TLzZQpU6zKSg2JquvnfUGXb1crmgzO7PvYsWPJobQDoR8AyMpyo4tFnBaystxkEeVGYPr06c5p3/e+9zlbboBKtT6LRbE62HbCw4YNi+4hS5K42267OUfUEM9ZpDel9a3Qb9u2DXfddRcAoK2tjWTriAMnWkyWgy8gecMh35YbtXxsFXq1bCibRQFmQp+FQu9jdjRpp1hT2mOPPdZa9c0SaRH6uro6b5sguij0rkKh7eBLDeucNaH3IRTKbZBtOU+YMIG8WDwQ+gEAjkJvs/W5LhZxWqASepd7HjFiRGz6OMjqmu3UGofQf/CDHyRZbsrlcnRunwp9HpYbOVqCSznL92zTGaqLumwWaooOWKR3iavsQuh//OMfV/xNiYYSB9vFqRxSrcKmrEaOHIljjz3W+do+otxwLTfUfRdMVp0slFvORnECar2i5lslmKZr54W02r8hQ4Y4z2gA7s+LYrkxXfvyyy9PHLipKCKht+3bOQr9hAkTKoh6IPQDHJw49DYeUlWh53hdXaDr0Gzz0NDQULGAxXa6Wu58bSvutGnTnNJ++MMfxl577UWy3MjfF8Fyk7SoK2mKnjP7FBdVKEmhT+qQTOnFc+Yo9LaWm76+Pnzzm9+s+I6q+prAUaiyJPRPPPEEa1dKlzj0XIXeldCnYbmh9hnifXKdiamrq3OOQy/aENcFtWmDo9DHQSX0tuUc57+PS89R6MUeHDZx6PMm9JywlQIchX78+PHWcfuLjEDomeComDYvkqrQmyKK+IAu35wdRAWmTJnivDALqKz8WRH6o446CgBIlhuZbJgWxWap0Met3k9KqxJr2w5N+O8Be4Xe1VpFVeh9Wm46OjqqOkWuQl8LhH7kyJHYd999We/Iu971ruizq4d+8+bNVgTTldD7WhSbFFJQ9514n4YOHeokII0ZMwaDBg1yanv7i0Jv2/5xFXrXwRfHQy/srDZhK7Mk9FS42MkEbN/NoNAHVMB1NbqaJqlTUgm97WIwG1AJve7YuIrX2trKIgCjR4+OPTaO6E2ePDn626aBFSvoKZYbmXhnZbmJA0eh90nobdImWQPi0lM99HGwJfQ6RT8NQh+HPAi9OniySQvs3N7+4IMPjv52JfSAXehKlZhz21GXtSlxaZMIvUt/IwiPCynXKfRFIvRUuFhu4gS3Iir0OkJfdIVeh+Chd0cg9ExwLDc2hF613KS5SNaG0Ns0dK2traxG8vLLLzemjUu/zz77xC5wikNLSwsAkCw3aRF6V8sNZzOtJOsLR6GPA8dy40Oht7Xc6EJ19ifLjQniGbvW51mzZpEXmsvQ1QUb242rQi+Ds+FQ3CY2pu90Cr1NOYuQvRwPvc1C9T//+c844IADcPHFF8ce5wNZKfQcy42LQu9id+wvhN63Qh+XdsaMGeQ2LBD6AQCO5UaGreWmFhX6SZMmOTeSa9euxaRJk6K/bUjiAQcc4EwSdQq9iXxQCH2Wcei5hJ4z+OJYbtJW6H1abnwp9K73DFTGYbZNu+++++Jtb3ubMb0prciva31+97vfTd7bQYauLthshqMSeurGNjLkdQO2RI8za9bU1OQkIHEIvYtCf/jhh+O5557DlVdeiba2tthjucjLcpMEV0Ivgkb4stzUCqFPsh+npdDvs88+wXITsAuuhH633XariBBhq9DXIqEfMWKEM0kcM2aMk/8U8E/oa0Wh55CHpC3E0yL0HIVelFGWUW58KfRyCEeXSA0uaU866SS88MILmDlzpjG9Ka0gLBzLDXVvBxm68rGxpKmDLV1aG0KfhUIvkGS5MaXVWW6oi2K5Hvq0wy2nZePw6aG3KWdBTuN4hQkuhH716tUVf6e5sVTS8447Lq0ZypkzZwbLTcAuuDSwRxxxBJ577jmrraXVkTOH0JfLZTzxxBNYsWKF9ve0LDeywmSbtq6uzpnoqZU2Ka18rOi8KeRDJhtFiEOfFCI0TcuNa5QbikKfhCyj3PhS6GVCbxu2UvaB2nSGOh88leiJAZvrAH3ChAneLDc2gzD1WF3arCw3tnXSdVGsaAdcFsUKouVaJ9P226ep0Pvy0Ns8Awqh748KvU0IbxWuEdkmT56MwYMHB4U+YBdcGthjjjkGLS0tVqHAVCWQo3zcdtttOOKII7DvvvuSR+Sy6ui64FEl9DaWJMB9Wm7y5MlWhP7uu+/G/Pnz8de//jW6pq3lpghRbpKUizi4xq0WyCNspUCWCr0vQs8hejKh900AqNYA3bFJ91wqlaL6lZVCr16n1hR6l3KmqOw21qqBQujz8NCLNpvjobeJnqfuL3PHHXcYhb40wVHoR48eHcvDTBAD8+ChD4jgMjUmKruNh1Ql9ByF/tOf/jSAndEh/vSnP1X9nlQpXDeHampqYqkerkRP9e4n5XnPPffE1VdfjXe/+93Rd74sNy4eelfLDWcqcuTIkayyGjVqlPFYauOsuy7l2hyF/otf/CJeeuml2PPLKILlRt7Jk7PmQJc+SaHnDPqAXXUjK4VevY6LQs/x0MvPyEWhdyF6HEIvrudK6POMWS+/17biUVaWG5UkikhuWYWt1NW7D3zgA9bPiwKOQm9KO2zYMDQ0NDjVC3HNOIVeRiD0AwDUjvS9730vgJ0v4AUXXADALnKAShy+/e1v4/HHH3fLtAR5+ljAxh9t06HJCpNtWsAthjPAW2gpwIlyQxkM5KHQc2ZTkp7X+PHjjddOsgmlrdAnpT/hhBNif5eRhuXGVtVMUuhNoISeNIFD6L/4xS9Gn0Xd4CyKtVHo1WNdFPo4QSMp7UEHHRR7LPXdtknL8cFzFXpbC5st4p6Xq0oO7CTHWcShl/sJoLpOpm250dW7l156ySoULBVUQm/zbnMGQDo7mW0/VzQEQs8EdWT4kY98BE899RReffXVKp8ckNyh6aIxfPSjH7XOr6pI2fp1AfcOjavQU6cS1ZG06r9PumfdSNzWciMfX4uEXh182ZTVyJEjnT2Rw4YN86bQu6qDNpE5dAp9GoQ+TmWXZzVs0nIWtoo2gFqf3//+9+Piiy/G5z73OVx99dXR94LQZGW5oRD6JLi2f+PGjYs2qtOlTUovrwXiKvTUtRJcQm8TgcgFVELvYrlJs68S6eW+QZc+TULf19dn/F311vtA3DNzbfMFoXd5XuL9CJabgAjUkWGpVMLBBx9cEXqRo9ADwJo1a6zzu3jx4oq/dQpKWgo9V/WlVnq5IRew8d8nEXoT+ZC/l5UXysDN1XITB65C79qhcRbUDho0yGrwpUOSWk1VXVavXp14rK7+6OpqWoRebF3uQvSEdcSlrHQKfVx9rqurw+WXX47vfve7Ffcq6lVWlhv1fXKx3LjusfDZz3420QYSd+0vfelLmVtuapnQx/VTSWm5HvqVK1dGn10IfRYKfdwgWs6/L8Q9M3kAkbVCHxbFBkSgVjzdy8BZFOsKdeTt0qHFKR9pKvRUy01zczNOO+001NfX47bbbgMAK9KjKyuK5Ub+Xs5rLSr0nIhE3Ag5aSv0FEJ/xRVXoKWlBfPmzYs9TkfoXQbJM2bMiD7bEnrATaHiEHrdolgXdavWLDdDhgypWPBu0/7J0TgA+0hdu+++O8ty47JWgrtTrK9+y4S45x1n+0tKy/XQy/cd97zURakCWcShj6s3aRD6OMg7OLsQeo5CH8JWBkSgvkiuqq+Ar4ZRVUxcCL1rQ5eVQl8qlXDvvfdi06ZNOPvss6vSJ3VIrpYb+by2lpu4PLkuihWNnen8aZXVuHHjWAO3pJkranpOhI0FCxYA2Bn1IQ66eulSpw4++ODos809ixj0eSn03OlqH5abLBfFJlnCkgi96zog9XnblDOFlMtpjzvuOADA7rvvjrlz5yamjUOeCv1uu+0We5w6gyQjyXKThH/913+NTSuu3drait133x0A8OUvf7kqP3kp9FlbbmTYPGuKQm+CznJT64S+PvmQgDhQX6QkkuhiuZGnrqlQFQGXRUuuHZqrL5sSXkpOL46TQyfK+eaQRICn0LvYQLJW6Ovq6liLwlSF3vfALQncRbE28KHQz5w5s2LwZWMzUgm9DUnkEPp99tmnKq1LZ2hrudE92ywV+mHDhjkPVjkKvWjLsghb+eEPfxg333wzdtttN9I6izjkSehlhT6pXjQ0NFT0sTYKfalUqvj76aefrvg77toNDQ343e9+h7/97W/40Ic+VHFO3XXjYBu2Un73Dz/8cLz66qvRjvRZW26SjjOlFbsg+4pyEzz0Axy+iIuLQi9eZhtwFfrvf//7zrHkkyw3Mo444oioM3nooYcA0C03poqXtuWGo9AXidCLcnIlLtwY9mmHrfQJXb20HSRPnz6dfM+yNQfY1Qa4ED1b28xXv/pVvP3tb8ecOXNw6qmnWqVN03IzkBR6X1Fu4hbFlkol7LHHHhWCSFEtN3GwsdwccsghFb+pgkZc367+dtBBB1nNJk+bNg0f+9jHKvYocCln0UdR+2f5HRg5cmRF1LysCf03vvGN6LNNGzZ58mQAwUMvEAg9E5wOzUWhl6cRXSI0UBR6UwX49Kc/jQsuuCATy82ECROwePFivPrqq1FkCGqnkgahp1hu0vLQu1huSqVS7AY4cdARAJvB6vHHH89S2V1VTIG8FXpbkjh8+HByW6C+m2I/irQsNzL23XdfvPzyy7jvvvuifBTBcpPlxlIqobepFxSFPu66gJtya6vQJ633qhWFPslyI+Occ86p+Pull17KRJTg9lUybPcMUKOyTZw4Mfo7S8vNoEGDcP7558cel0To0/LQywiEfgCA06G5KPRTp07F2972NgBu2zRzFHq1UwHsLTc2z6ulpQV77bVXxXemtEnXBvwR+lpQ6EeOHOnsRecuhDv22GNZnaF87TQU+qJZbmxCdZZKpYrOT2x+loWH3pbopWG5ySJsZX9V6G0EJBVFVeh9WW5KpRL+5V/+Jfp7zz33JPdVRxxxRPR8fve73wHIh9CraU3pBdSobCNGjIja/iwXxc6aNct5Vta3Qu/SVxUJgdAzwfGQUhfF9vT0RL8PGTIkqnRZE3rbxVXqphl1dXWs51V0y438fd6EXqiBWSyik/HOd77TOa2MLDo0H6BabnwS+muvvRYnnHACTj75ZJx11lkA/BH6JCuGCl8e+iJZbuLA8dCPGDGiJjz0HIVezUNRPPSUNv/qq6/GoYceiunTp+MLX/gC+d2eMWMGXnjhBTz99NM45phjAPAJPbXd/n//7/9hzJgxuPLKK6PvXBV6IaIB2VpuGhsbnQe6PhT6/mS5CYtimcjCciOThsbGxuhc3d3d6OnpqSLOceBYbtRORXesSujVDjTNGQ0OoTflUaColhsTxELiuro69Pb2OhF6F+KihhGzSSvD1wLmcrlcFcHCVnXp6+szvlN5KPQjR47Er371q4rfa1WhF21XrSr0NpYbdRdkF4U+izj0HEKvtm+uhL6jowO33HIL9thjD5x00knG4+Ket2whoSj0I0aMwJNPPhnVd9lTnvS89t5774rffdlDk/J97rnn4oYbbqg4jwuhF/Vw4sSJePPNN7Fp0yZ0dHRo93RxRdz76TrQFQMQTpQbrihRJASFnglOxaVabtTV93J0G1McWxPUBvYrX/lKldKflkKvpuUo9FlPY+Zpubnyyiut7SOjRo0C4HbPunKmEhd5IGGbVgYl32PGjMHZZ5+NYcOG4b777qtKC7htTGVzvI+wlT52x+UsinWJTy7A9dDbKvRFD1sZB0ooRFMbpoopNoMBXX3mzMTE3bM6mHW13HzrW9/CF77wBXzoQx/CK6+8Yjwurqz23HPP2ONM90zxovvqq0yQyzmpn1Sv7zL4EvUwTR99HKG3GeiKAd7xxx8f5dtXlJtA6Ac40oy3LaASenk1vK3tRiX0vb29uP7660lpdQo9ldD7aCSpnvC0LTdZK/QAcP/991ulU4m1DbHlWG7UgYRNWhF2TU6fVM633XYbNm3ahDlz5kS/c7zCOsSVTR4KvQ4uHZptfU7DclPri2Jt2vxSqUQmLmPHjq34vkgKfVxZqeXjqtBffPHF0ecHHnjAOv2ECRMSd/RNumdfs8mc+qxei5tvGTqFXijegH/bDUehl/GDH/wAf/zjH/Hggw9G32XhoQ+EfgDAl+Jso9DLhN5Wodcd/4Mf/KDib19ET27MRQeV1SJiHWp1USwAPPnkk1bpfCj0LoNVW0I/bdq06PO///u/R5+TItXI+dOt1RDwodDbKJKm72xIIsdOltShiQW1xxxzjHVUjKIuis1aoeeIOFSFXh7cAruEG5f6LM5FnYkpgkJPhemehTov7sVGoRfgRD/xNZusu3Ya9ijxbsgDyU2bNhnTusCXQt/Q0ICjjjqqIqxq8NDvRCD0TPhSnF0JPVehB1Dlk+MQPdO1REPBaSR9KfRJJM+1rNJU6GW1iZJOVejTVPRkUAi9jGOPPRbf+973cNlll2H+/PnR91SFXgdXhf7222/Xfm9ruXEh9K5hKwWo5fxf//VfePzxx/GLX/yiKq0ufZoqJlAZkYgy0NIR/1rx0AN2RO/tb3979L06+LJRIrOwkAio776PRbFxRCorQm87cPNJ6DmD7Lh86hR6m93rfcHWQx93z0nlPGvWrOizbi+NQOgHODgdmuuiWNlDb0vodQq9mHoSsJmip3ZoOkLPaSSzXhRLsdykqdCbFiclEes4j7IprRoiT3es/Pd73vOe6Fqf/vSnq9Im1Yt/+Zd/wSWXXFJxj3GhJ206Q5v7VncWNuVfhkxghBKapoee+27X19fj8MMPr2hDimC5oeQdANavX1/1Xa2ErQTsInXdf//9aGxsxOjRo3HuuedG3+uuq57vBz/4AY488kj85Cc/0V7bliRS+ypflpuk/AiYnjdlB+Wka6Q10JXTuxB67mBCQKfQU6K5ucKXQh/3vJPakM9+9rN44IEH8Pzzz5NcA7prFBkhyg0TWfgSVYVeJj55KPQujY0toU9DoaeQRBPyVui3bt1qlU4o9C67pqqRA3Tp5et+6lOfwvz587HHHntg9913B8BXbn0p9DaE3jRoog62hw8fjg0bNqCrqwt9fZWRceLKd/jw4bku+M4zyo0aPaqhoSE2rzoUaVGsT+V23333xdq1awHYx6H/wAc+gPPOO498bV8kMQ3LjQuhF4KGixVDd12fA135O4qHPq3ZlKwV+jhCn5VC39DQgJNPPrnid6rlphYQCD0T1BGtL4We66HXEXqOQp8loU9TofdhuUlTod+8ebNVOtX6YkNsRaQDaqdSX19f1Uhyldu0CGoc1HpAuZ48oG5ubo52blXJqS+F3gTOu10UQt/b2+tE6H0vio3DsGHDKtrQtDz04jjVauernNOKclMUhV4IGml56H09LxPy8tDbEPqtW7eiu7sbY8aMiT1OIC+F3mY2JVhuBjji4pNzLSQCcqM4ZMiQCmvAtm3byHkF9AMAaqzZoiv0cWnla2cR5cZE6Ddu3Egi12qUC1tCryr0LoQ+rU6lPyn0GzdujD6LaX6gWqmUrynnD0jfcpOmV5izQBSg1ask5KnQ2yp6vpRbrihRSx56F6iCBpfQZx3lJov1DkkKfVx9XL16NSZPnozdd98dL774ovE4Xb7V9i9LhT4N22CREAg9E3EKvQ/VF6hW6EX8aMBsxTAh7UWxclo5n0cffTSAbBR6E7JU6E2Wm//5n//BvvvuWzWwkq9/4oknYu3atXjXu94VfWci9CaoHnob1VdH6LNWbtNcFJsGoW9oaIieOVBNFNUZDRlZEvq4tLr0aXeGPqb4a9VDzynnohFUAfW992G5+cMf/mC8JlWh5yq3WRP6LCw3HA/9ggULsGXLFnR2duJTn/qU8Tgd1Fk4NXKUjYigfpd1ORcNgdAzQVXofS6KFTs8AsCWLVus8uvbchPXiX/729/GRz7yEcyfPx+zZ8+uSpu1hz5tQk9R6AHg1VdfxU033WS8/pgxY1AqVe5U6KrQcyw3WRCANAg9deZLxpVXXulkuRGEfvTo0RWhBuMUerVDa25uJueZo9ymHVHDpTP0sQiPqtD39fVVXSPLjaUAf4S+SNYqGWko9I8++iiOO+44q8Gq6qEv2gAoTYWeusiT46GXQ1pSN6AS+Vbbv5kzZ1pZbnTgDHSD5SYgAkehd7HcNDY2Oin0fX19+NSnPoWnn3666re0FsXuvvvueOCBB3D11VdH9++LPBQxyg1lUayAWg66d2XIkCERyczSciOsI2mpRBQrBqWsfCr0//qv/8pS6EeNGkUm9Pvss0/0edasWWhpacmE6LkMgNJWt6hT/HGgptM9GxeF3sVmJOqxL+XWpQ3LgiSmodADO1X6xYsXV31PFTSytmL4JPSca8e9y0ke+rh65RIaWORF3WPhbW97G9ty46teDFhC/9xzz+GQQw7BLbfcEn13++2347jjjsMxxxyDG2+8seJhvPjii5g7dy4OP/xwnH/++RW7kHV0dGDBggU48sgjceKJJ+KRRx5xzVbmiCN6vhR6ldC7KPSLFi3Cj3/8Y+1vVIVeEJ4sFD0dslLok67NWRQr8PrrrxuvL+dfdEyui2KplpsvfvGLAIA5c+ZEDS7HK8wlelkq9FOmTKkYPJmup6K3tzeqf6pCH6ca77333vjDH/6ABx54AL/4xS9QKpW8vdtxxCVtv27RLTfUGPZx73ZTU5NTvaC2nVlZbmxngUqlEok0pemh163/oir0vmc0ZBRNoed46KkzZi6zoCLfclpgp2LPXRRLrRc6DHjLTblcxg033FChND3++OO47777cPvtt+Pee+/Fn//8Zzz00EMAdlbyCy+8EHPnzsXvf/97HHDAAViwYEGU9qabbsKmTZuwcOFCXH311bjmmmvw1ltv8e4sI1BHtHkr9G+++abxtziF/vrrr8fEiRNx2WWXkVT2rPy6RYxyY6PQv/HGGxV/y3nSEXrTwE3kW72GreXmkksuQVtbG+69917tPWRN9LL00Ivz2Cr08iDLxnJTKpXw/ve/Hx/5yEeiDjRPhT6txZJFs9zo2uc0w1Yedthh0ecbb7wRQLoKPUdA8jVrlkaUGwGbDdsolhsZnNknHbiWQ+qMiG8PPXWAzVHoW1paMH78eADAl770pao8u2z86MtDX+sKvVPYygcffBD77bdfRYSVhQsX4tRTT8XkyZMBAJ/4xCfw85//HKeccgqefvppNDQ04JRTTgEAnHvuuTj22GOxfPlyTJo0CQsXLsQ111yD4cOHY//998dRRx2FRx99FBdccEHVtbu6uqoqdn19fdU0TlaQX+zu7u6KF0p+McvlctXLJr8gPT09FcfIx8rKxODBgytCmW3evJlUoeIGSPX19RXnkD+fdtpp+H//7/+hVCoZp6xNafv6+hIVAtPzUs8FVD6v3t5e47lNeZU7JPX3pHzLDY5czqb8y3nQNQTr168n3btYt9De3h7bWA0aNKjiHA0NDSiXyxWWm6R73n333dHX16ftrDjlrF47qZyB+LKSSY8urfy8dWWlXr+urg7lctkYMlG9dwF5k6NRo0ZVkNOOjg7re5aPjSMQaT6vuHKOO7curU05AzvbdrWsKERTbXdN0BFCXdmqg2s5D0OHDq34O+7dPvjgg3HRRRdh06ZNOOOMM6quE1fOabRhMlzqc11dXZRn07lVAt/Z2UkmfEnQnSvOHloulyuUW7V/TXq3Zai/p12f4/q6pHzH1WcZcn0YNGgQyuUyOS21L5YhW27+9Kc/4cknn8Spp56qfTZqWcnPK65/1v2W9G5T27+kOpU21JkNHawJ/aZNm3D33Xfj9ttvx7e+9a3o+8WLF1dsqztjxgwsWrQIwE51eObMmdFvjY2NmDx5Mt58802MGDEC69evx4wZMyrSPvfcc9rr33bbbbj55psrvjvttNNw+umn296KF8hxqNva2ioiXcgd/oYNG7BkyZKKtGLTEADYvn17xe9tbW3RZ3nRydatWysWpKxZs6bqvDq88MIL0efvfe97+NznPhf9vWXLlopzyPe0fPnyqsZr+/bt0eeVK1dWpJXztnbt2qq8yWH+1N+XL19ecQ01rayI6n4Xla27u1v7TIRC19vbW/W7fE9yPgTkMtiyZUtUPnI5yeW5cePG6BqrV6+uOh8A0r0LQt7Z2Yk333yzSokX96R+L9KLZ9LT01N1z3Lnu2zZsqrZHnnAvmLFior0Nu+2/CwAVNjttm3bpi0r8c7pyjKuHIHKAfCyZcuiXVFFWcl5A3Y21EuWLDH6fdva2rRK40svvRR9HjRoUEX6JUuWVFjjkt5t9f1SfxcdWldXl/aehTJaLperfhf5KpVK2rRyvVq9enXFMSKuPgCsW7cutj6rvy9btiz63N7err22/FyXLl0avceirCgdqO556SDnVaCzszP2nurr6ytU53Xr1sU+E/Xd3n///QHsehby71u3bq26tnjvdfUVqFTA33rrrQoyIrfby5Ytq3qf48oqqT4Du4hPR0eH8XkvXbq04u+4Y00wKcNLly6NNr0TkO950qRJWL58OUqlUvT+iHqjlnNbW1viu81pw+T+xPTuA+b6LJfd0qVLK9o0+dwrVqyoEozi+lgZcr8k6pCcNo5byPkxvasmdHV1YfDgwXjf+96HdevWYd26dQB2DZ7Vd6atra3iem1tbVWzqXF9QhJfkme/1fZP94zywrRp0xKPsSb0//3f/40zzjijwvYB7Hxp5fjow4YNiwphx44dVduqDxs2DO3t7VGFNKVVMW/ePJx55pmVN5GjQj969Ojo8/jx49Ha2hr9LW+4MG7cuIrfAFRsEDV48GC0traiXC6jra0NU6ZMiUZk8jbtkydPxr777hv93dPTU3VeHeSX+j3veU9VPuRzqNebNGlSxfHCzgFU37NMYiZMmFCVt9122y36PHr06Irf5Yo1YsSIqrTy7+J56WD6TTQCfX19sWUxZcoUTJkypeJ3WSFobGzElClTqspJHszJz8X0LlPuXT7nbrvtVlXvxLUbGhoqriPSC1+47p5lz/jUqVMrrqVeWy1L+b3XvduypUgtS7kzbG5u1paVnDf1d3HP9fX12rTqO6iW1bhx4yqOb2hoQGtrq1Ht23333aMdcGXI6yCmTp1aQS7UZyIPlnTvtlx2an0Edr1/jY2N2nuW6+zUqVMrOnkx81AqlbRp5T0Pxo4dayxnta4D8fVZtrgMHz5ce225LWlpaakqK4o/XpRfHFatWqXtjMvlclVa+b1XCf3MmTPxz3/+M/pbvWd5YKZ7t2WipitnUW5JbRiws5xl1U79TdgaBOSyGjVqlFV9BipDG5qet7oOpbe3F5MmTaoK1RoHmbDKUN9NoPKeH3roISxcuBAnn3xydJyaZ7l/NbXXAkKQBOzbMPkehgwZUvG72pfonqXMh9T2R+2fp06dWpFWbt/U91OG2re0trZWDJhGjhxpTCu3sbq+RQdx3+rzEBAzQKI+y2Ull3Nra2sVoY/rL+S8trS0VP0u8zT1HXvllVeiz2qdKSKsCP0rr7yCl156CfPnz6/6rampqeIl3r59e/TiDR06tKqSbt++HU1NTRGR2r59e2QlkdOqGDx4cG7kXQd5ml6e4lMxaNAg7WIQgb6+vorf6+rqor/VTqCpqSmyWGzdupU0FSMryXvuuWfFb+q1k/KtqsE2aeWGXb2uTELk+9el1T1rebpalyfZTx73zHTXlt85Ob18rKwmygt9dFYO9dmY7l1u2Ds6OioIkHrPunuVLTdx95xlOZvec921XcpZJQ9qWemelThm8ODBWmuG7jryccOGDatQFnt6epzf7bj6mPRu6/5Oel6+yllNm3TPanq5rE1lpYP6rFW0t7djv/320yr03d3dsWnV+xs0aJC3NkxXztQ2LO4YkU/Xd0yXVr52XD+nW9PV3d1t1WebZsqSynn69OkVa/OASiuGqQ0Ckts/n32Vaumyrc82+Y5LKw8s6uvrUVdXZ8VnKMfprhd3z8K+o5aVnFfd85Y99KbfRL5tnhelDSsSrAj9P/7xDyxZsiSKKb5t2zYMGjQIy5cvx7Rp0/DGG2/gqKOOArBzdCuI4/Tp03H//fdH5+no6MCyZcswffp0NDc3Y+zYsXjjjTdw4IEHVqUtOjhx6JMWggioi2JLpRKam5uxceNGcpQboU6NGjWqYsSqu3aaC+E4aYseh14+r3yfukWxpo5cvb48cyArwCqGDh0aWSdkxZUa5cZ3SELOgjIg2yg3qsoZt6BVhqzc1tfXV3SGSYtiXfNMXUSnkpG4tJw6yY0Q4bqrr4wkFf+ZZ57RknlTWvmaurrLuee4Zy2np5aVrpxN4Cx+lq8dZ4PSEfqOjo6qGfo4mBbSJi1g9r1YUjcoziJtmteWwdkplrMoNo3+WR64xaXVgVsvigSr4cZHPvIR/OxnP8Odd96JO++8E0ceeSROO+00fOUrX8Hs2bPx4IMPYtmyZVi/fj3uvPPOiPgffPDB6OzsxEMPPYSuri7ceuut2HvvvSMrx+zZs3Hrrbdi+/bteOGFF/DYY49V+PGLDGqUBleSCFQTemDXLqyUKDe9vb2Rh1NMz8lKb5adOLUhSCPKjbi2buGn7yg3SWErqYRe7gh1hF6ka2pqwl133YWPfexjeOyxx6qu4xI5oAgdmu07ArhHuQGqLQNxeVA7RJsoNzZ5tiUAcQstXdOa0nPLOWl/BwpZSCL0pnCk4vxx96yzilAJUxqEPs3BRFxaOb0tobeNRW+yKCZFuYnrq5KIXpGEqzSvLUPuE7hhKzs7OyvWzMQhjQhOvgZuA4rQNzY2Yty4cdG/IUOGYOjQoRgxYgSOOOIIzJkzB2eddRbmzJmDww47DCeffDKAndPY1113He6++24cffTReOaZZ3D55ZdH573gggvQ3NyME044AfPnz8eFF16IPfbYw+uNpgWqQp+UNq7i6Qi9IOSyN96E1atXR+qG8ID98pe/NF47zY6BWnl04AwG1Gvbkg/KxlK+FHr5N1mh13lLZQJwxhln4J577qlYY0HdWKqoHVoeCr3peipUQi8r9KqamCUBMOU3a/KQlUKfFLYyifDHtdvywnDhSee0YVRCT0nPGWT7njUT0M0Y//GPf6zwoyehvxN6Xf7ivk/r2vJ7zwlb2dPTg3e84x2YMmUK7rvvPmOauDzL+eaQ8oFO6J3CVgpceumlFX/PmzcP8+bN0x6777774p577tH+1tjYiCuuuIKTldyQx06xwC5bRUdHB9rb2yuInwp5MZhQ6OUFU5x8x3UqOvhqJF06f/XacT5lFXkp9EmWG+qshDhWPq6/EnpbhV4+nqPQy4SeY7/jkC2X9Jy0XMtNkiIYR0jEOqIkQp80qFM93nK+5bZ3+vTpAPIlekWtkwI6hf7MM89EY2MjFi1apF1crsJE6JPK2ZboJaWNe7ep19Wlta3PPgduMnQKPZXQq/3Xa6+9BgA4/fTTnWwv8jk5g6+sB25FQ7Ed/jWALHaKlacsBeGQfdIi7JMJcigxQeh9WV+y7FR8+09N19aB46GnLHpKi9DHDYLSJGtFVujV+05S6KmEntoWJOV5IFlukjy7cc9NtIVJlo4khV5Nb7qmCBuX1toSOX3ayq2tiCOnt1XogZ0DI7G5VhJMHnqbjaUEqAq9DhzhijvQTWsWXEaSQk/10FPgq803pedYbqiDmEDoBwDyWBQLVIamkmMI6yDH0xVhqThErwgqEWenWJdrUyw3Ngq9+l0WCn1aMzFZ+3U595yUB47lhjO4Lyqhl1E0y40oqyRCn/QOUHcz1Sn0nHoRRzLTsA36WqcR9zzj1nSp+z+YYKPQF9VyI6dP00Nvm1YGx0OfNaGX4VKvqGldZlOKhEDomcjbcgMkE3o5vSCIeW337osApKnQ+7DccDz0aRH6LMkaVaEyQZ5C9Wnr0qWXj3e13DQ0NKRG6GWkTeizjHgFuFtu3vOe90RllUTIOQr9SSedFH0+55xzAOQ7y1jUWTOBOEJPCeAAVBL6d7zjHdFnFw89x4rhS2V3SZvmLJCALw89BT4Veh1MVlJK2mC5CYhAnaIyVTxKIyl3WMLraWO50Q0IOJ14EToVl6mxtAm9fM6so9ykQdZ8eUhdrBiU9L5U36wtN2naIXT55Qz60iY9LpabD3/4w7jrrruisuISejW9fM0LLrgAN998Mx577LFMPPQchV5G1mKKQFwYZVPoUBUyoZejseUZtjJPhT6t2VGfHvok2AxiuGXl83nVGqFnLYoNoCv0JtTV1aFcLpMUehGDHrCz3MgNpNiwy5dCn3XlocZV14HbEZdKO7em9mG5UUFR6E07KJryrF67VvYb0KXXvXPcWQndtXQb4NSC5YZCrNMY6Pr00FMtN//7v/+LUqlEJvS2lhv5mo2Njfj0pz9d8XtagoacPu2y8m2DE4hT4d966y3jbzLk8pD3TMkzyg1HlEjTcsOxn+gUeoq11HRdge7ubu1miknwOZti2p+hvxP6oNAzwenEAZrqIRo42Q7garnxodAXoVPx7aGnXDsuBKR6ziTLDbWDoFpuTKjVgRvFjuaaNg3LjUrobcNWUsvJhCIsiuVabqhx6MW5slDodUhTPc3KcuMqPumuK8PkfweAVatWobOzM7G8bBR6Gb4tN1lYlLK2VsngKPRxv23YsKHqu7QtN2nNvgdCP8DAWRQL0CwkwuMp2wFsCH2aCj1FAaWmpXQqWXjok67tI2wl9ZlnFeWm6Aq9Ln3eCr26U2xRFsXaWpQ49YJjywL8LIrt7u4mExcd4gi9b1EiTcuNr0Ejh6DGDZ62b9+OCRMmoKWlBW+88YbxOLm/slHodeDYOLh2MtO1fQ3QTdemvp8cD33cec8///yq73wR+iJa0YqEQOiZ4CyKBZJJIlBpuREQxBxIjvJgq9AnoQhEL+soN8CusvaxsRS1M5bLWad+2ZDbWlorQSEfvhR6+Tw6Qu/DQ2+6ni7PWQ+AfBFUF1sCJw69PJsS1wbqymLixInGtL7ebR2KarnxIT6Vy7t23X3Xu95VQcYFNm/ejM2bN+OMM87QngMwE3rfUW50x8kY6B76uDYsjjM8/PDDVd9lSeh91slA6AcYuAq9jeVGJvTUzgzQK/Scl7gIRI9b6dMYfJkUet0CImojHbf7qJyuaP5ornKbpkIfZ7nhEPosNpbKmtBnOXCzjUMvt4dxNg75vIcccgiuuOKKCl+8rULPaf+S6kVWlps0FHr5OQ8dOhS//vWvMXz4cO2xTz31lPZ7wGy5STPKjQ4c1Tfu2r7qsyk9R6Gnhq20nZlP26KU1kw05dpFQiD0TFArAMdyoyP0MvFwUehr3VuddZQbwN1DL6e1vX6S6utLodchi8EA59oc/73p+CIuipVRNELPtSX4sNwA8YRePu8555yDr3/96xgzZgwpbZrtXxzJ5Cq3SWnTaP/U+vDud78bixYtwvHHHx+bLxVpLIp1sdxwLZochZ4jiFDTpuWhl+uWDrYWJSD5eWcRhrsWEAg9E5zdIYFdL+Lrr7+Ou+++u+r3vr6+1BX6WvJWU2Y0TODEZAeSLTcmhV73t4tCnyahL1o5cxrZvBT6onjoa0mh51hu5PaQarkR70bcYCCveiGnT1uhT2OGUq0PADB+/Hiceuqp2uNNyMpyk/ZgNQvLTVLaPDz0SeVkAmU2JY02LCyKDYjga1EsAHz84x/Hc889V/G7rErIJF7+rFMuZKSp0BfFx5k2SQT8KvTq9eS0JoU+a8tNEab349L78tD7IPQ+N5bKOg59XrYsgGe5kdtAquVGlBGH0KdVL0zXoKa3IS6cBcwUQi8LEePHjzdeSwebRbEyOJabNN5tXxYSn3VShk6Aoq4DiiP7SfU4Tw99Gn1VkRAIPRO+FsUK/PrXv674W0fGATvLjdxAik6wvyn0afsS5Wvbeuh1f1Ovn6ZCL6Oo1qq49K4e+rhr5WW5GahhK20tN1//+tejzy6WGx2hj1sUq0MRBA1dPvOykAioUZ8E5IhsFLhuLKVDFpYbjkJvQhYeevl5inbPh0JfNEIvIxD6gFj4WhQroCq7cmfjarnRbUzFUWs4/j5fClWaCn2RLDdJCn1SnjlEMc/IAZT3xJdCL5/Hl+XGNg49d3qfUifTmLni5tsmDv3w4cNxySWXRH+7LIr1bbnJeqCb56yZi+UG0O++DJg3yivixlJZW26ymAWSn6ctoY/7rbu72/uMBmdWNu2+qkgIhJ4JrkKvEnj1OIpCT7XcyOnl63AqgE9/n43tpYgKPcdyQyH0tpYENR+mck6jU+EM+oCBp9DL+cjTc5vlLA5gp9CfeOKJFeVD9dDrFPo4u06aRM+XL1s9Pu18A5Vtr+6dMlludHUK0O+rAfj10HMsN7XgoecQernO6Ah9nOUmqV11afMpsylFnGUsEgKhZ4K7VbJK9KiEvlQqRY0m1XIjxzQvlUrODU4RppyLGOWm1iw3RfBWm1BrHvoiEXqfA6C8LTemtSWAm4feh0LPGaz6JPR5LYrVXRswK/QmQm9qB1w3lop73kkENI3Batr1mZJvW4WeGrUvKXqYS4CQuMGXQBptWFgUGxCBarkxwVWhB3Z1aDaWG921+5uH3gSu3cd1YykgPcuND7JWRDXQF0FNk9CrnmFOHHo5H1nPaOSpONvMQKnncLHc+FgU62uw6kISOc+bu1NsUr0yeehNhN70novyqKurw7Bhw7Tn1+VbB6rlRodguUmH0HMsNyZkMQAKhH4AwPei2DhCLytS8t8uCr187f6g0PtUPUzwqdD7ttxwvIVFnMZMK99Jx/cHy01ei2LTttyog+S0FsXKKJq3mhrBJOtBNuBPoZcFqCRrKdU26GK54RI90+xA2pYb6gwSh9Antau2a4iA9BbF+uqragGB0DPhM2yl7u84hV5UQhcPvXytLFW5LBT6vCw3aSj0eVpu8iznWlDoXQm9CZTBalJaXX6L0BlSFHpby00txqGX0xfViuFar2w99KY8iLIcPHhwxXni+rmk5+VC6KntnwlpzbglpacO+pIIvWvYSl3aPAm9jDTqc5EQCD0TvhV6lQiaotwANIW+p6cnqlyqQl+LlpssFHpXy00aHvosLDcmFGEBXlJ627S69APdQ89RqHyWs63lhuqh970o1pcPPk0rRtx1XdIC2VluBNEcMmQISqVSdF2XoABxHvq0Z58o1ioT0qqTMjge+iSFPk9CH6LcBDiD24m7LooFaIRe/k217FB2XfXd0A0UhT6pXFWYri/n2WXRdV6WG1+kR5feJm2SkgQAF110UfQ5T8tN2u92GuoWt5xtFsW6Wm44Cr0ORVksabo2l/T4UOg5lhvRZ4n+SpwrbrYta8tNUQZuPjz08qCJ2nYmtasuIZYpgy+uAKRLHxbFBkSgTlFRppx1oBD6uKnIONXYdYo/remtpLRyegpRi7u2S5ScJOVXPqdKPpI6FJNXuFTaFc2IO2A03XPW3mrutZPS2lhuzjjjDBx88MHR3+qgN+76PneKBdInAFmXsw/LTdw5qKF7dUQzLm2tE700SI+aPgvLjUroOWuI0rTc5DVwM6W3JfSDBw+OzlMq7Yp+xwlb6TvKTZFtg0VCIPRMUC03lPSAnUIvGkpqDGaTDSTLRSS+pn3TVOhNsNkER33WOsjHx+VfXDdO9TCBE+UmCw+9Cab0vgYxAkcffXTF374Uet+LwqhpdemL3BnaWG7UQbJMGuPqhs5yE5c2L0JPAZXoJaXNclGs/Kwp+ZU99PK5XAh9rSr0WayVkK1NMuJmRATk3z75yU9W/V7EKF+m9IHQB0TwvVNsHKE3Rbkpl8tOvu5a9tCr6X36sl2JYpxCr65fUK8Zd32OQu/LcpO1tSpNQk9VfXXXl2FjuZFRZCtG1tYqThx6F4VeXI+j0HPv2WQtyNNa5aOsTB76uro67Uw0xUMvn4tD6OVjk46T821KW4SZGEq+qQq9jCRrqXre66+/Hs899xw+8YlPRN9x+qq+vr5MB6uB0AdE4C6KVRs6lQhSLDeAWaVPQ6HPQrm1JeVpqx7qtZPIh/qs5XjKumu6KPTcPBdZue1vhL4Iil7RLTe2i2LlsrJV6OPSZmUnc3leeVmrAHcPPUCf+ZLFKQqhT8pzEWY0slbo494RGRxCr9ap/fffv0K04sxQqsfLf3Msmqb0gdAHROB24j4sN4BZoUpboc9TuZXznQWhTyIfcQq9jtDbWm64M0BFtNykUc42lhsVrpabQYMGpbaxFMeiJKcv4sCNE4eeGtJQp9APGjQoypNtOERfdrIiLYqV4YPQqzYb6kBZFqZsLDcmcNow7kyMLwsJp4+Nez5JhJ4atlIcz52h9DVYtbU+U/uLQOgHALiWmyRCTwlbqR4nI45kuu66WhQCwIl+krblxqdCXwTLTVGsGEVS6IUKJcihL4U+rZCsaXSG1HI2gROHnrMoVk5fS4tiOeVMjeZhgm+FXlev5LJI23KT1UxMWgN007W5lhuKh14+r7geVdAwwde7nfV6ryIhEHomqHFb01DoKYQ+zgaSFDGmiIoeRbk1gRthhxNir9YtNz47Q9uBrm0520ROUeFiuRHX87WeJk+il/V0tXztn/3sZ1i2bJnxHGqd4lhu5PS29Sot5TZtyw03PF9S+2ny0AP0mS9dmGUfUW5010ub6KVVzqbj1OsmpfVluaEo9HlabtLmJEVCIPRMUDtxSnogntCri2J9WW6KotDLsCUfPi03JthYbigKfdEtN1mUswmmemV7z3FTv7pzuFhuRPnU1dVF910kDz0nbdoDN7msVqxYgcMPP7zi2cUp9BzLjZw+TqHXIc/FknmRHiAbhd43oS+CbTCtcjbBF6Gnhq3UEXquh74ofVUg9AMMvhfFqsfJFUP1Jaa9KDZr9cBWZc/aQ5+XQp+25caEPDtDTvz8rBfFynWYM/jieG451pc8O0O1/Vu2bBmWLl1KOgfVcpOk0NeS5SZPhd63hz5JofcRtjJP26D4vq+vj9zW2+bbNq18DsEtXCw3OiuvrzVEunxzylmGLj03+l2REAg9E7499CriCDmX0Cd5drNWDziKcxEIvfhOJfNAMqGPUyIpcejTIMYcD2laC5B9DQZM4Cj08uciKfRFJj26/RrkaBlxlhtqHPqk+OhZW27E90X10LvWK1vLjQ8PfVKe87QNmtIXgdzKZcUNW5mG5cZ2VjetAVAg9AMMvqPcqC9fHCGndGhpKPRF99DnZbkR59SRlLQtNybkZbnxSfSyXBSr2wQnSaGX03DWO/haRJeX/5RrudEd63tRrHy9vBV6nyRRRhEU+qwtNyZwlFuffZVtWXFmYigz6PI7z/XQi+vFWW5M+TN9n9bC/qRydqkXRUIg9Ez4ttxkSeh9KPT9JcpNUlr12r4V+jwtN2nNaHCUSMqi2KIQ+oGs0Pu23KjnoVpuslwUm6eHPi3LjekaMpLazywsN2kNVnXgihKma+c5QBegEHqKh76urk5L6LlRbmzvOYsoN4HQDwBQF+BRFSr1hYrzZdsSejW9SaFPynPRFXoTOH5ygO6h1xH6SZMmVX1HJfSioSyXy9Y2I06UG18dGle5tbXcUCNP6aAj9DaWGx+DryIR+iSkYbkx1Yu49s/nolgZtm0YBXktiqWSHhPyDlupS1PkWUYKoc+rPscRehsPvXytonroOZxERiD0AwDc2L5qw6e+UHkq9CZwGrqie+jjKi3HcvPRj34UBx98sPb4pPybGkrujIZNI+lTiZSRtkJvu/uojUIv6pxvhT7POPRZW250Cr2czrflxseiWF9EL8+BWxE89EkKvY7Qm+pVWrOMvuxRtn0VZyaGImhwLTe6vi5ND32a5cwd6BYJgdAzIU85+fDQ+yb0usUr6t9ZEr2ie+g5lps4hb6+vh5///vfcfTRR2vzTFHoAXtCn6flhuMJpyj0lLS2ceh1gzETod+xYweAykWcPkKMFkmhz3KArjtPnELvy3JTLpetZvuKbrkxIW1C79tDr1pu1GvI+c6zDUtboefMxJhcA7489HI+ixq2Ukaw3AQkgtOJJ3no4wh5f/PQy0hDoeeo1Wp6W0Ivzi176V0IvVzOaVtu8uwM0/TQy1DPoTunjiiVy+WI0Dc1NVXlm+MhdakX/YnQUxV6+R3hWG4Au3pVFJJoS/QAM1nzTehdPfRJlpusCb34nmOtUtOnTW4pCr1u4KSmj7MQi/NSFXoZec4+cdIGQj9AYPKcuXRocQo910NvUuj7+vRxcvMcDZuQlkKflBagW25MhD4uD2lZbjiNJEcNlK/NJXqmzsGVeNg20rp3Rd7wTUfo04pyk8YUfZ4+Y86i2FKpRPLBJyn0avpaIfQcUaIWFHoKoU9CEcvKV19lAuV5URT6crlsbOd1lhuqh96EuLZEd4yMPEWJIiEQeg8wrQovguWGotCr1/VFADhpXVT2pLTcwQQnyo0ub0VR6E3gWgtM6hYn374Vegp0z6m9vT36LBN6DmHiWJTy8lZz3xHOoljAHKlGhtwuy+cwWXbSHsRw6gVn4Ab4eT911wb8xKEfCB56GWmUs63lRp1NofSxaVtu4p63DiHKzU4EQu8BlFXh/YnQczq0okS5ycNyo57fhdD7Vqvj0ubZGXLWDSRNOftQ6PMi9Gl7bjmDvqwtNwAtUo14fwYNGlRxDlOUnLQHMb5IoovlhmPrynunWPUa8jlcBqsy8lLoTeCUM8VyQ9lYCjD3NwNxUWwg9AMEFIXehCRCL//Ntdyo6ZNG4kWcoq/VKDdJeeBabmyvJ6dPY+AmXztPhd42yo0ONoSeM7g3deK27/ZnPvMZvPXWW1Xp07DQZWm5iVPoKZabONW4Viw3WSj0SWl16YF4yw01epTOQ0/ZjT2tWVnObIovy43t2ieKABRXVpQBwUAJWxkI/QCEz0WxeSn0tRLloVaj3OjyVhTLDXcK1LacZaSh0BfBcuNzEzDbtBs2bMApp5xSlZ6r0GdluZHfF6pCT7HcuLSftgQgKa2cvr8tio2z3FD3d5DXpviw3HDVV85simnwRUkb9276sNzI54yz3JjaT1uFXkbWhD7p2txZnCIhEHoPyGpRbFphK9XjsvIl1ppCXwRC79N+UoRyNiFND30Wlht1QVmWih4APPvss1Xp0yb0XMVZly7pHHko9NRZCRMG4qJYqkIvIkcBu+pVETz0PgdflLRxeyxQZlbFtU0ENa6sKISe46E3gTP75CvKjUt9LhICofeANBfFxhHytBX6ojeStn7yWolyE2et4hD6WuoM0wxbmQWhV9NxBqsyqITeJi1HxeRabnQwkR/uoli1/aMsitUhzxnKLCw3ru2nKZoQ4Eboxf4OnDVERemrbNsCMTsBVK4rkNNT+iqK5UYtG8rzTttDbzv7FBbF7kQg9B7AUehtLDdcD33RFXoZHKJnQtpRbopoueEQei5Z4/hP09xYyhY2lhtfm4BxFtGpsCGoWSv0OrhYbiiLYuNIZhoKfREtN2msa9F9F9dX6a4pINcrCqH3pb6m0YblSehNIqNAnD3KVaFP00PPSZt07bAoNqACSZUHoBN6tYGKI+RxU1yU9K4KfVyHRgHHipEGYZLTF9Fyk9YCUZuBW9ZKJGVhVlEUenmzME5Z+bTcyBDpTcfk6aEHgDvuuKPib5t7z8NyA/hT2X3ZskznV5Gm5YZqDxWoJcuNi/WCU1a+FPq0LTcmhT6tnWJNCItidyIQeg/g7A6Z56JYHwp9nkSPQ+ht/eRx1xawtdxkQeiL2Bn6Uuhd7tkFNgp9XoTe9L0vq48JPjrDT33qU/j85z+vTUe13PT09BjbW47lJkvlloK0LDema+jSmtLbEnpdedlabopsG+TMuMV56ClIstxQF8UmWW5MHvpajXITdooNSHVRrPw313Kjpk9a3V3ERpLjreYq9Emqsa1CTyVtnFjyRVwUK6M/e+iLoND7Guia0vvy0JsGulTLDZDcBvqy3Mj55Qga6vFZWG7SDFvpQ6FPstz4bMNkJKV/66238Mwzz1Rd1+XaRbDc+ApbSd0pVkbWhD7p2kGhD6iAr1B1QLEUehOKQuh9Wm6S0qrX1j3vPC03lDzbqtVZeIVN4Cj0eRL6tD30HEJvOqZUKkXnzcNyo/5OXSwO0JRMikKfpeXG10wMp16lsSg2TnyibiyVl0Jvgnzegw46CGvXrq1KW0RCb2O5ySJspe2zLmKUm0DoBwg4Cr36fZaLYpManKIr9JxdU3369wV0C4VU1KrlJmtrFeee4wiqC/Kw3HB29ZWRpHALyOE2ZWTlP01ToacsirWJQy9/nzWh97UOqL946JPy7KuvEnjooYec0hYtyk0ai2J9euhtZ584C1uplsNA6AcI5EbSdgo1idDLqq96LDcOfRqLYoug0JvA7QyTphQ5lps44lIEQp91hAiO0g3Ee4V9K/RCSZSvq16b42VP23Ijpy+C5cbm3n1ZblxnUzg2DjV9FpabrKLc+CD0jY2NAPxFueHOSgC7yHXahF6e0cjacmPjoU8rbGVeHnoXoa9ICITeAzgROagKva7DDotis41yQ/XQ63a/1OWt6Ap9ngM3zj3L6dMi9Lot6uXrqtf2RQBM4BJ6V+XW9D7bXFv93cZyY7PNPTVKmM3zjrvnpLRAOpabWlHo42a+Ghsbo3wUQZQQEPU+7Rk3uU2x3VgKSLbcxC2KtfHQy/dYq2Er5e/CotgAVmx0FSZCryOJRdxYSkYa6lZRCP1Ai3LDGbi5pOXWqaQpZxvorimfl6JSZWnFMOU97r10tdzI5/Wl0MuwsdyYyjpLhT7LcnZR6NMk9NQADrrjBYRCT1mXIuc7K8uNjULvukYNyHZjKRfLTZJCH7fRG7esbNMmXVu2aAYPfQBrAZ8KV0Kf1JkB1Y1T2htLmcBZLMkhTPL9mjx+VELvY1EsN8pN0S03vhR6W9+snP7FF19kKceAvoMw7YpZtCg3VA+9yXJDgW9Cb3PvFBLBUejTsJO5tAECaXnoTfmjXls9JzdspWxj47Rh3E2D1PuwUeg5fVWWUW5sw1b29fVp+7qiLIpNi5MEQj9AwAmxl2S5iSOJaSn0SXku4qJYSlrhyQSqG8mktHHXFsgzyo0LMc6K0LuQB06dkq8NANdee63xOApsFHpORCJfnlsZaVtu5O85naEryaWsaxHniAvP56rQc2au1OOLYrlJSqtLr37HDVvpi9Bz2zD1ndH1G2n0VVwPvY3lxjZspZz/InroObNPgdAHsBT6JEKfpuXGdUrQl7fapeJxIh7InURHR4fx2iYkeQTFOfqL5YZbzuJ5uag13FmvTZs2RZ///d//3Xh9V4XeNGWdxj4JNs9aRRaEnkNu1XOo6eLaLyBZoTfNpADm9rM/W244g4ksN5aiWm6S8sy1h5oIve1sssv7JdKbxCfKtbkKfVI5p+Wht323uTMxA1ahv/LKKzFr1iwcddRR+NjHPoY//elP0W+33347jjvuOBxzzDG48cYbKx7Giy++iLlz5+Lwww/H+eefj5UrV0a/dXR0YMGCBTjyyCNx4okn4pFHHmHeVrbgjMTzJPQ+PPQchSrrKDeyQi9HU5DTuyr0VK+yT8uN6bymPHM2ZXEpZ8oOymkp9HFIOkdSnVTzZLLccMiHbTlTFHrKQLMIHnpT9KckQq973qaZlLi0tULoOQo94H/Dtriy0r2futloIbTYKvQmcK0YKqG3sdxw1mgAu2w3Lotikyw3nLCVJk7hM2xlllFu5PQDblHsmWeeiZ///Od47LHHcMkll2DBggXYtGkTHn/8cdx33324/fbbce+99+LPf/5zFLO1q6sLF154IebOnYvf//73OOCAA7BgwYLonDfddBM2bdqEhQsX4uqrr8Y111yDt956y9tNpg1OlBsVJstNHgp9f7bcmBR6V0IftyBMRlqWG5c8m64n4Evd6unpYamB3HUptlDriW/LTRpEz0ToqR76Illu5HRJ9SqpDYxb/EdZg5TGPRchyg3gn9BT90wRUPMvt8lFtdxk5aEHdhF6juWmr69P23ZzwlaaBm5FsdwEhd4Ce+yxR9R5lEol9PT0YO3atVi4cCFOPfVUTJ48GePGjcMnPvEJLFy4EADw9NNPo6GhAaeccgqGDBmCc889Fy+//DKWL18OAFi4cCHOPfdcDB8+HPvvvz+OOuooPProox5vM11QyIcJ6kuipuGGrYxTTdKIckNRBPMi9HInwVXo1edNJfRFtNxQ8sqx3AD+yEMWCr1aT7JaFMuJipGnhz4ry41L2Mo4y03aYSuLaLlJY8CpO5+L5aYWCL1NlBuOmAL4IfSAfvAVZ7lJSutiuZHBEZDSEp9MHnpK2iKhPvmQalx99dX4+c9/js7OThx++OGYMWMGFi9ejFmzZkXHzJgxA4sWLQIAvPnmm5g5c2b0W2NjIyZPnow333wTI0aMwPr16zFjxoyKtM8995z22l1dXVVTUPX19cYOLQuo0VPES6E21rqXxWSxEd/Llhv1WPm6f/jDH/CXv/wF7373uyuOkStWqVQyKnY9PT3Rb3KDEfeCi/yZpshN9ywTevl3tYOJSwtUPmu14dGlld+RHTt2aI+Ju2f12vJ15OdcV1eX+NxEGsq7IpeT7T2bnpe4jji/Lq1KrGzLWe4Yurq6tAO5NMrZBGq9VMmIeu8iTwLy8zO1BZR321QfKfesEg+Rjvq8THVSHXT6rs8CqvKsq1e691R9x9Tf5b5CrZecdpvzvDjlHFcn5fNT2zCbezblW86PKQ+6GWb1HDJxra+vj37jtGGmPOvKjVKvOjo6yGnle+7s7LRqC4Bd/ZWcVqQR92ZKK1+7q6vLGK0HqK4Xcc8bMPd1cjq1bG3aAjV9uVyueO9t0orryWlt6rP62aa/8Y04oVDAidB/7Wtfw7/927/h6aefxqJFi1AqldDe3o5hw4ZFxwwbNixSQXfs2FHxm/i9vb09WtVuSqvitttuw80331zx3WmnnYbTTz/d5Va8QFYWlixZEjUi27Zti75fuXJlheogsGHDhoq/t2zZAgBoa2sDUDnFt2TJkopjVYXjve99L55//vmKZ7l+/fro87p16yrOsX379ujzihUrot9E5evt7a26JgCsXbu24hzyMXK5tbW1ae9Z7qzltPKz2LBhg/ba8jFr166NjhGzPbo8Caxbty76vHHjxopjBEEz3TNQ+Sw3btwY3SNQuXNoZ2en8RzyOyE/c/nc69evr0i/efPm6POaNWui35YtWxZ9397err2mfL1t27ZVHGMqB4HVq1dHn9VnKr87y5Yt0zZ0MuldtGgRhg8fDqCyDNV7FVi1alX0eevWrVb3bIIoK3nBrPwOCagN56ZNm6qO2bp1a/R55cqVUT1Vn0tLSwuAyvI1vdvyO7Rs2bKoHsvrjdQyFJDfbYFFixZV5CfuvRRtSXd3d8Uxap50C/REWvX8an2JKyv5HS+Xy1FZyW2N7hzq81Z/l9Or9ya/h3LbqN6z/LeA6XnFtbcCchu5dOnSiCCtWLGi4r50aUW7I+5NPka026b6LPIr8NZbb6G5uRlAdbukGyDGtVHyfZVKJSxdurTiN937qT4fuc53dXVFv8n1VW7/gOR7Fv2pOL94r9ra2qrKWbVhivPKEG0BpQ1T2whxjFyf5bZNhWiHOjo6Ko4ReSqXy6RyXrx4cRX/kt8jtRzkfMt9lIBcHnKdl/mI2k7J77apDZOvq5aV6F/U+ibfg4Davsrl3NbWVrHgWoXahsXVt6wxbdq0xGOcCD2wcwR46KGH4u6778aUKVPQ1NRU0bhu3749InNDhw6t+E383tTUFD3c7du3Rx2+nFbFvHnzcOaZZ1beRM4K/ciRI6PPEyZMQGtrK4DKlfqTJk2Kvpcxbty4ir9FmilTpqCuri4aHAwePFibvr6+vqLRaW9vxz777BP9PWLEiOjzxIkTK84xatSo6PNuu+0W/SYakvr6eu015bIZMmRIxTFy/NzW1lZtOYpj+vr6KtKOHj06+jx27FjttSdOnFhxb+IY+f0aPny4Nq18vyJ/AkLBMN0zUNloiPsS5SQ3RsOGDTOeQ35XWlpaouPke5fLQvwt34P4TW60Tfcsk4eGhgbtMaZ3Sy7LxsbGimPkcp0yZQomT55clV5+93bffffoHuV7HTdunPG91uVPftfjnrMOoqzkMhg/fnzVOdQpaPk9k/MkMG3aNO29yeU4ZsyY6HvTPQtyBVS+GzIBaG5u1qbVkc5JkyZV1Iumpibj8zLVSXndyZQpUzBhwoSqtKKsBg0aVJFWvmdTfdYdK65VV1dXUWd1ZSW3n7pryO+RWkfEDDJQ+S7J9zx16lSMHTu2Kr/ivKVSydiGqfVYzofA7rvvHh0jkwfdOweY2z+RF8Bcz4HqPkk8d5nwmfqquGsDu55JXV1d1W/ygEFg9OjR2vwDle+5GBSr38tpTG2YWu+mTJmCtrY2TJkypaqc5XZWQCXC4h039Z0yxo8fr71XWXwaOXKksazEe9Ld3V1xTFL/LKcFdr5jat+n1mv5PEl1Sn4map0aNGgQent7q9oCeWBtasPUuiOXlYDKNwTkd1M9v3yvra2tWkJvasNM3K6ocCb0Ar29vVi2bBmmTZuGN954A0cddRSAnY3lnnvuCQCYPn067r///ihNR0cHli1bhunTp6O5uRljx47FG2+8gQMPPLAqrYrBgwfnSt51kAlAX1+fdmpk0KBB2u/V78Qot66uDnV1dRWWG5OPXiY5w4cPN/rJGhoajBtByHmRp/SSfKvqPcijdFOeZb+a/LvcoJvSymXf29sbHSOnFc9OhVyROzs7tfk23bPu2qZrmfIujo/7W5fe9H5R7ln1NdrcszxNa3qvdfnVXVsuK9u08ntCuWcTxPFJ59DZA9Rj5ClkuV7JdcO2LZDT2t6z3GnJ56A+L3nK2bac5XbDtj7Lv8v5FnmV25P6+vrYxZa6dyyu/ZMHrLbvp+meKWnle5XrHqWs4vJMacM476epTsr5MaWX8y3D1FfJZW1q82XYtmHUNlvlGh0dHeS03DZM9tBzyjmurICd92jiBbp3JK6Pb2hoQG9vb1VfQ7ln0xo/uR2gcBI1zxROIr4zvV9xaYsEq9xt27YNjzzyCNrb29HT04Pf/va3eOqpp/DOd74Ts2fPxoMPPohly5Zh/fr1uPPOOzF79mwAwMEHH4zOzk489NBD6Orqwq233oq9994bkyZNAgDMnj0bt956K7Zv344XXngBjz32WIUfv+jghKr70Ic+VPG3yZeoIxlAtZqo/p122Mq4RXRJjQ03nKHLZh3it/4W5YazKNYlqkXaZZVn2Mrrrruu4u+kBYCmOPS+7lmGTZSb7u7uTBfFuiw61P1u8rC67JbNXRSbxj2bSKztO+Ky27WvRbFxiyWTykl3TYC2t4PPhf0yqItidTNhtmVlG+WmXC5r25K0FsVywpOK65qCdADFjHIzYDeW+tnPfobZs2fj2GOPxe23344rrrgCb3vb23DEEUdgzpw5OOusszBnzhwcdthhOPnkkwHs7Gyuu+463H333Tj66KPxzDPP4PLLL4/OecEFF6C5uRknnHAC5s+fjwsvvBB77LGHt5tMGxTyYcLYsWPx05/+NPpbfaF0i+1kyLYG9frq377CVsZVeNNiThl5EfpSqRQpmXlFucma0MuKtC2hj4uiZBvlxras0gxbmXSOT37ykzj//POjv3VEII2wlZxoWTrCpIYLTYvQi+85naGpQ06qV0kbS8XFoee8n3kRekqdTIvQx23eI39HJfRxi2ptCT2X6JmgEnphYbNN69KGxe0W63ptAWoc+qRBslonKX27CaZBvZw+rSg3PkSJIsDKcjN8+HDcdNNNxt/nzZuHefPmaX/bd999cc8992h/a2xsxBVXXGGTlUKBSz7e+c53Rp9NjZyJJI4aNarCkxdHsH0p9L6UW7HaXbX6UNKa8hyXFtj5ru3YsUO7ACoJPhR6l86cs7EUsDPf3d3d1htLcQk9R6FKU6FPwqBBg3DWWWfhBz/4QdU1BUxqoq/ZFNu0OoW+p6enaqrbBI5Cpau/1LS6vKmRXHTHCKQRtlJGGoMYXwq9LbkFeO+n3B7oCGZcX6V7P+MUetv45i6DENvnDey6R46gIYNK6HXtJ7WckzZc44StNA2Sfceht0kbx0lM6C+EvtiGoBoBdyQe9yInWW7UxS55K/RZEj2XRlIs5nSx3MQ10D4V+jhPt+0MEJCsmmRB6GtJoQfsYm7Lx6Zhj3Il9DaWG9lDagsfnaGJ0HMtN9ydYpPyy7EoAdkr9JxrywtM1ehsgL3lpkgKPZXQizS+6nMcTGXtw3LD2Sk2rq/jzL6b2gDd33FpOZYbl3wXCYHQewBXTeQQenkVtnp99W+18iV5IrP2VlOuzW0kfVluasVDL+c7brOPuHSAX8uNjCJ66NXv4yw3gwYNqjjWl4feB6EvkuUmCabnbaPQ+9op1qasao3Qc9oSOfqJLgxlWh76OLU5a0IvzpG2cAVUPjM5bjy3r1K/syX0cSKhyUPPFVHSnokRz9ol30VCIPQewFUT415k3aYNMtSO3KdCbwKX0FM6UhO4syEchb5olhsuoU+651KpxGqgOTtxpqnQUxCnFgG7yoHaGaZN6H156ItmuSnqoljTAEiG7WAxT8uNKX8yRo0aFaWXwxCq53NV6F0sN0l5LrpCX3TLjS4tZVGsb8tN2gM3CqEveoQbIBB6L+BEp1B/s1XoTR4/3d9pRLmJI7ZpNHTcRlIo9FxC73tRbNxzy4vQAzzlglNWSbNHHPhW6GXkReh136s7JvoeaKpp01gU61Oh97kolqLQm0Ah1SZkodCbUCqVIpVep9DHiU9pW25MyJPQc94vNX2RLDdxddLkoZeRtofeJ6Gn8JkiIRB6D+BEpwDiO1NxjrQJvY2HvlQqJU7RuyjdWRL6np4ebaPjqtAnEQ/d+fO23Ij0cfnlEHpOhya/Y2kq9C5+TjlPPhV637MSLmErAfdwhr7CVtaSQu+iRCYRNZe0cvq0yhnYtcnd2rVrq+pFnPika2OolpsieehdLTd5EnpbhT6NsJXUAaPuGr7U/bj0Yjakq6uL3C8XEYHQe4DPRbE2nZnu+ywWxcppa43Qyzucyio9pcFRN7GR4aKEZkXoTeRD5JlSVllHuZHznaaH3gTqotg4kpjGu20z7etiuQHsO1OKh96H5ca3Qu+jrMrlsjUB4BB6ruUmaVY2Kb1Q6Ds6OqpisifNJqvwYbnhEHoZaVtubKMoATxCn2S5kc8XF4QhjbCVtiIKd0bXtk5mHVXNJwKh94C0FsVSVN88LDfyuYpC6GVQFHqgcpMQrupBGXyp5y+6hx7ghSHjTjnr8u3awNp2EPL3cRuzpGW5kdO6TvvaEHqKxSmpM/XloXe13Ngu/vO1TwIn/GOeCr3twA3YpdAD1T76JEL/1FNPYfr06dpryumB4sah16XhDNDjkIVCX19fX3WeJLtOXF+XV9hKX4tiAXOdDB76AYK0FsXGkXGBmTNnVvxtoxynqdDHvfxphK2kNpLyRlzbtm2rSu+qeuQR5cZ0XhVJUW6y9tBTry2mQeWY19Q6JWLIC8SpczokbaJjuyiWAu7skwobDz3HW80J4aj7vRZ2iuWIOL4IvUud4ooDcZFukgI4HHzwwfiP//iPquMFslbofVluTDCVFbVOmqLcCHA89CI/urUNHA+93NdwVHabIB1xaeX0LrMhwUM/AJGFQm8i9F/+8pcr/vah0FPybCL0NjYOIHvLTXNzc/R5y5YtVemTykk8Mx9RbnxabuKgW8BHVR58EXrbKDcA0NTUBKAyxCi1nM877zzMmDEj+tuXAqueL87GkcaiWBuVKCsPPSfkpYCPjaWyXBTLEXF8WW5cfMo+Cb2tQq+eO47QmxR619kjXVoXQu9quUkjyk0cqJYb9f7UtK4eelNagEfoXQZuFE7CqZNFQiD0HiC/xLqRNOBG6CkksampCd/4xjeiv7MIWymndbHc+IpPziX0mzdvJl9Xvb6PKDd5Wm6oykNei2KBXesdXAg9ALS2tkafOQtU4wh9nELva7CateXGNTY6J4ZzrYWtLIJC73NRrAyq5UZV6CmEPm6xeRGj3KgKtm9CT1Xo07Tc2KalKPRqWo7KziX0lOclD550Mf+T0hcFgdB7wJAhQ6LPJntAHDgKPRA/Kq5VDz0nbdy15Y24dAo99fpFsNxk4UVPO2xl3LPiEnqK5ccE3TP/1a9+halTp+Kiiy4qXBx6HVwXxbrm28U3q/s9q7CVlMGX6f3MS6GPG8BwCD21/Yuz3NgS+iwsN1xvta8oNy42jjTDVsYRes7GUtzIZgImQm+qjxRCzxk8JaUvCqpLM8Aa8kJLF78vl9DHVcD+FuWGu16BY7kBzIt+8rbcFJ3Qu3RogtC3t7ejr6/PWiHx9Z6JZz579mwAwNVXXx2l87kolkMwdfDtoU8imWIAIY4rgkIftyi2VNq5cZoawpbyfua1KJZiuUlrJgaIXxQrzke13KiDiCKGrVTvxUahzzMOvZxvdc8VIH69gy/Lje27TWkDXKxVHMtN8NAPQFAUeq7lxgehVzs0jkLPiW2eZ5QbLqH3qdBnbbnp7e3VdkhFjEMPVIYYFfXKhiTGhRlNOkdSpybyEWfj8KXQu3YqNh56CtEzvSfcco67Plehj2v/5O/SWJyfteUmKS2Q7qJYcT6XDczU/BSF0Kvf14rlZtq0adHnX/ziF1W/x82m+Ahbqabl2GZsB14+F8UGy80AhE9CL6ehblYURz6oU86+FHrbRbFZR7kxeejzIPRZK/Ryettp376+PutFtdw49DKhF7YbH5YbyrtCjVbjYuNIw5etg49FsZT3xEdnaKoXNnHokxT6OIU/y7CVlHpBqVMugydfG0sB/EWxcQp9UaLcqPCxsVQWlptTTz01iuj28MMPV/0eV1acsJUcwS1tDz3XchMI/QBBWgq9b8tNnEJfK5YbSiMZV3GTPPRUkui6KDbPjaWAXc/MZTBgOxXJVahElBuAT+h9L4rVXSMuXRaKngp106O0PfSAH4U+K8uN/F0ai2IpMxq2dapU2rWDsovXNy2Fvq8veVdzNW8uUW7yJvSuCr0LSUxaqBmXdtiwYVHMf13whzjLjSykyKGdBeKERspsnQmUTc8oHnqT2MZ51knpi4JA6D3AROhl5EXo4xSqNMJW2k5vuUzLid98eugpaQGzQk+dTcnTciPn28XHybEWuChUaSn0FKRJ6G3VV+rzmjp1asXffX19TgNN1yg3gLu6lYXlJk6N1D1v20Gymve0vdUuXl9uWzJkyJBooL1x40bt9V3DVrpYbpLynIXlhjObkpblBtjVfnZ2dhqfta6sJkyYEH1evXp11e9peeh9zRK6LBbvL4tii5/DGoBM6OUFKFQbiKmR4y5oU/+OIx9Zhq3kKnpJizzjnlWS5SYJlEWxLlPOLoTedF4VOjXRV6cSd+1asNxwFXrqlLOvGY24e/71r39d8bdvhd5WcXa13PjcWCpJoY+z3NjWKTltXHru8+IscufsCCyge2ZUQSMubKWL5SYJVEJPJWviHBySybXcUNICle2nujCWSuhXrVpV9buLh57CZfIM5xoWxQZEyMJDn6VCn7Tjn3wuE6HnLoqlpHdpJPNeFJvnxlLArnz78nEC6fl95Q6pvb3dKi33+rVouXnb296G7373uxXpasVDn9bGUpxFsVQRJY1FsbYL1TmDZDV9EnRtP7WvcrHccGZlKRsOxaVX4Wq5SSPKTRJky6JoPwXi+vghQ4ZgzJgxAPSEPm6QncaMri9CHzz0ASTUioe+iItiXUg5R6HS+bLl9FSSuHnzZjz77LPavPdXy42tckFpoClx6AE3hZ4S5cYEH4tibZVubkhW9dyuhN7WclMrHnrqoljbNsw0AErDQy+ndxkMjBo1Kvq8adMmbfqksuIQetMMpXoOU/Qon4SeQox9WW44AzdTehuFXu7rgOQFzC0tLQB2Evq4copT6DkCkG3aOEIfdooNsAI3Dr3rdLPuN5NCXyqVqipD0iIUjkLvstDSlpTLC3Z8WQuSKu327dujzw888ED0uVai3Pgi9BzLDcdDL6OWFHqO5cZGSVTbEmpaTgjbInvoOYtiXTz0eVluqOWcN6F32VgK8EPoXWaTVdhYbvKMcgP4IfTt7e1VC2Pjyppzz77EI67lxrQoNnjoBwi4Cj2w62Wx6cwEKAp90o5wuoGEi0Lvy0NPiVRj8sC7xkEGksvprLPOij7LvsS8LTccQp+Fh97XbIqNNSAp/Frc9V0Jva8ITrbqvu53VaF3aUOyUrdc1xEl+avl/MQRel1Zpb0Rl5q/LCw3Pgh90oDCZYZSPZ+tQk+JfmKy3FDFNvmaaVtI1PS2UW6AeEKftAmYIPRAte0mrqzz2p+BsuFa3HspR7kJHvoBjiwIPVeh16X3sbGUuvCOQ+iplUcQ+q1bt1opJgDfjz537lxtfmvNcuPTQ59Wh1brceh9RbnhEGNflpssFXoby03SAF2eURs2bJgxve09c0SJgWy5iVsUa2u5oTwviuUmLULPFa5MJJNK6OM89EmbgMUR+riy5tgsOe1IqVRKDCkdLDcBJBSZ0Nsq9L4UParq60JcBKHv6+vD1q1brdJyYu8DNEsF13Kjpi+i5cbWZ+xCPvJcFEuJBqJeA+BFtvBhuXH10HPsd2l66JNmKeN2iASSCb1I7zpDqeYxi0XEwXJDzzN3B1EVNv0k13JYBMsNEK/QU8NWZrHmKmlX80DoA0igEHrqVLnvsJW2Cn0WXnRflhtgl+2GOxDJitBTlEgXhd42IofLYMC2U+ES1DwXxQJmW5nuGAHO+hAfG0u5eujTttzY5lv3OU2FPo02rJYsNzLSJPQmQQPI3nLj4qEXaaizA+K3NKLcuBJ6eaDvQuhdwlZmseYqidBzraXBQz9AYCL0LsoaV6E3bXikU+h1jV0WxNiX5QbYReipaUulUvQ7V6HP23JjGxUI0FtuOA1dmjMxSYQ+qYHlKscUQh+n0Nt2DD6i3KiEKYv67COGs6tCnzSTwrHcZO2htyUu3H04TAp9EsS9u3jo4wh21pabtD30wK6ycllo6TMOvWy5oZTVxIkTo88rV66s+I0btjINy42cnmu5kcsqeOgHIOrq6qIGx7SxlItCn7aHXkdOfXnR01K3gGSFnkoe8lDoKZYb3wp90sZS1IaOs/mOy3ba8kBZpLdpYDmb/wB8Ql+rlpu8PfQ2Cn1elhvOAmZflpvu7m4rxVikHTFiBAD+otg0Ffo0otykZbmJSy988D4tN5S0gDlEM6WsfCv0WVjROJabpPUKSemLgkDoPUGQD58KvY+wlVSF3rflhkowXaa3OJYbOe8+FXpqRCJThxY3IEhDoc/CQ68j5Oq1456VLr2rh17XISYhT8uNa5QbdQYo6/rswyqUh0IPVJM16vPKi7gA9u02sMt2UzQPPScOfZ6WG0ob5iJo6FRjm5kUk+WGwit8e+jzsqLJ6dOK5lYkBELvCSIWfdHCVtoq9Nwpelt1K2vLDZC+Qu/SoVE3ACvKolhb1cNloCun13VoWVlu4rab92m5SWNxaZ4eeh+WmyTixPXQx7WBXIXe1ivsYsWwDUMLIFLoTft4UAURrkLPDVuZheXmjDPOqPjb1nIj2jAXQUOnGtu0BSZCT+EVY8aMiZ756tWrK37jeugpM1ecuP0hyk0AGzqFvgiWG1uFPgvLja8oN4Cb5UbXIVHVGoo1wEWhj+vMkiKQJF0zLw89RaG3HRD4sNzI4FpufG6sksbGUtR3JG3LjY96xVkUO3jw4Ip8xqW39dD7WhTrMuMm0rvUC9d3LMlD7xq2Ms5yo7tmFpabSZMm4cknn6w6B4fQcyw3roRe9tBTeEVdXV2UXrYRq/mneuiLbrkJi2IDKsC13OgWavok9C4KfZ4eeqrlZsuWLVZp5d9tfbOA30WxJmuBWlal0q5dfmvVcuMyc5Wk0LuWFXXaWucVNh0jkOdGXIC7h55jufGh0JuU2yQ1sVTatcg9znKjU+fVc6qihotCT2kHfFpuXIieq31FTQ/sul/qbHJai2I5lpuk53XooYfi4IMPrkhjq7K7tH9J5ZxUTiYPPXXwZYrrTlXofW0OlTWhD4tiA1JR6KkkkWK5cfHQc3yzaVpuuIsl45TXtBfFulhu5HR5Wm5sdytMm9BTrQFAPoti07DcZO2h51joXBV6k+XGRD50a2IEhK3EROhdLTe+FHpOvG05vQshdxEHAP27knfYSo5CT1FexfltFyFzLDe6tsSmnDiWG/n6psh5AH2G0tZyk7WHPiyKDagAV6Hn+BJ9KvS+LDfcRXRpEVQ5b7brBoB8FHr5O1+WG87CVDk910NPbWQ5Azc1HRVZW244Cy0FXD30aVhufHjoKeRDJ4YI2Cj0rpabrMNW+rLcyO+H68yXLaGPI9iUKDflctmq3Y5bNE2dlZXPk6XlhtNuA5Vtt2yboZZV0s6ruvRpRLlx8dDrRAGOcJWUvigIhN4TZEJvu3AG0CsQthVPTSOfL6soN7aKnqnipqlQqUSNq07Z5J1C6ON29XVR1XRE0WU2RKeyp+mh50a5KapCn6blxtVDn0Yces7Mgu5znN9Xzbe4vovlxpdtMG2vsJzepa+R825DbpPaE9dFsRTLjXwcd1Es1XKjO8a2DZNJpotw5dJXUWxhcWVFUejVeu0rDj13Iy7bNkwENQHcXRZFQPFzWCPwRT5cKl5aHvq0CIBPhd5FoVKn6H3YOFwsN6ZFsbqy4vheOTMaSZumJZWT+D0Py00WG0upZVVXVxfli2O58RG20sZDL3douugnaYd84yj0JstNV1dXlN7GckN5tzntAHcAxFVu49JTyK3uPXXx0NssinVtw3xbbkQ6Ww89YO+D1w2cXMvZNPPvYmGhKvS2KnsaA105fdy9UkJ8BoV+AEFHfGxUj6TNOrLy0GcR5YbrufVlueEq9FzLjY2HnrNBCWdjqSSFPi5tqVRKXFtia9kpmuVGV69co4jkubHUpEmTos/Lly+vunaaa2LUfLsq9GoZJ4WsVK+blULva4t7OT1Xobcht7489HGWmziF3obcxrUBLpYbkc7WQw/Y2waTopPZtH+cmX/XRbG+6gVnzQFAK2dZ0DBtDhoI/QCCbsrGRvXQheXieuiTOsM4/2hSvjmEXtfIqfmldmguhD5OoadYGsQxWVpudGqJrzUHVIXJ1nIjp/floS+65QZwLyvOQkvd7zbEY/LkydHnZcuWVV07S8uNaVFskgqrlpP8zskDU11a+Vppe+hLpZKWLHGUSC7Rc7XccDz0qkIf1wa6EuM0LDc2A2Vd+8mx3PiYoeRabuLScyw3pVIpOp/PnXUp5WxS6AOhH6DQKZk2qgdnO21T55Jk40haFMvp0FymtziWG5uGTiUAtj453RQ/d8o5qayTSKLtjIYvD31SI8fZKdFnlBuTQu/bcgO4l5XcofmKFkNNO2XKlOhzW1tb1bU5yhjgrtCLZ09pi2w82WpaOb3trITLYJETzjBNy42rQk8lia6LYl0H91kQeo4oYWu58bHei2u5cQlb6bKwVSALyw1FoQ8e+gEEruUmabMOF3Kd1KHltSiWQujTIqhy3l0sN7r06jlcLDdJgy9dQ+crWkJaHno5vS8PvY8OTVUGk9JnZbmRr5nGoti4tC0tLdF7Kyv0thEifGwspVPoKSQxjtAn2XXk4ylEjxKRiCJquJCHvBfF6tJTSaJpJkY+l3oNIF4wi7umLw99Hpaburq66HeXmWiTQu9iuTHNmrmEraS0JdxFsbaWm+ChD6gAV6FPI2yli0KfxaJYbuVJM2ylD0LvEoeZq9BnQehtw1bK6V0IfV1dXZT3osahT6usfIV/tLnuxIkTAegVeur75Rq2l6PQmyw3cQRRIK4NpIoKLu+WaANd2j+u5SZPD30cwc7acmMziHG13HCDZagz9z4WxdpabtQ0XA+97awA10NPacOChz6gAmkvinUh9C4KPYdUA9n41bg76MUp9K6WG26UG66HPq2oGJywlXJ6Fw89UB3H2ZW4pGW58b3eIcmiZONFt1ESAWDMmDEAdu2+LF+bWh+vuOIKJxuIaeaKotBTLDcUhV4l9C4KPYfQ52G5UdvAtD301EWx6jmSFPpa8NBzInWltSiW2m/IbVlcWZs89BzLTRYe+rq6uqisgoc+ILbBsVV9RTrqSDothT6tRbHyaLi9vb0qLZCN5cZVoddN8acd5ca35SYrD33STonU9LYLygAa6aKkV60rMlwsN5QB1Ouvv45bbrmlKr9pKfRyvm3XxMgdKQA89dRTANwVehk2Cr2Lhz5O1HDx0FPLWbSBLpbDWo5yQw1bSVHo87TccDz0Ln2Vr7USAL2sKGtjqB56zgylL8tN0vNKssEFQj+AoNuVzWVRLLDrBeSGreR66NNaFFtXVxc9rzwtN9xFsT6j3FA99D09PVE6zuKqrD30XV1d2nzbDgh8LIp1GbSaFH7flhv5eZ933nlYs2aNFQGI89DbzlyJcyRdV7ehk/w/5dom4mXjoY+z3JjSx4kaWSj0HR0dWgGHSlxcBI00PPRcQQOIJ5pxM+Bx+ZbTyeKRnN5FoXfx0LuIEuog28caIhfLDXVAkLblJi2FHtAPsm1n7/NG8XNYI/C1KBbQLzTKI8pNWotiAd6Us6+dYm3v2ZRe/cy13OjSczrxNBbF2nroATcPKcdyY3pHqaCkj7PcuBA9NbziypUrna0rtgq9bkaCUs577bVXxd8uM19JlhtulBuXRbEcQQOg2w454Qx9K/RpW24oCn2pVKp69q5RbkaPHh193rhxY8VvtWi58a3Qu1hu4gYEviw3nMGAml9qOQeFPiCCL8sNoFfos/LQZ2G5AZIJvW1D4zK9b3vPAmlEuRHnGjRokDYPnGl2TjxjXx56Ob2Lh37FihU49NBDsXnz5ug3G0LPVehNhF5XL5MWtlKft8hfVpYb3f1SynnSpEkVpN5FTUwa6Ka1KNbVQ8+N5qFbR+TLcuNC9IqwKDZuE0TXKDeDBw/G8OHDAQDr16+v+M2mfy6K5YY7EwO4WW6oAwKu5SZND33Su51kgwuEfgBBt7EU1bsF8KYxay3KDcCL8sC13MR56NNeFGuy3MiEXgdOJ14EDz3gptDL1//73/+OSy65JPrbNcqNDC6h970oVn5eAhzLjSsBsF0s+ZGPfKQqravlRk5nY7lxUehd49BT7Axx96wj9LViuUlrUaw4h65OcYjx2LFjAQAbNmyo+N6mf3a13PiKcsPp5wA3y42LQl9Ey00WroGiIBB6T+gvCj3XcuNLoU/TcqMqeq6WG5fNOkzERdyHDaHP03Jj66GX07tYbgRWrVpFTusrDr2aXkYcoZc7flfLjRoD2pYYu645sInJbkrLGYio5yqa5Yar0MsCkE6hp9bnuXPn4jvf+Y4z0eMq9LbiE8VyoysrTjsiojdt2LChIk0tWW5cIrJxLTcmguwSttK2r+KGZ+ZYbrq7u53X1+WN4uewRuBrp1jAXvVwVejjppsBHqFPuuempiYAOzsz20V0XMuNOnjyodBzFSquQp8Wodct6pLTZ03oZbgozjbX51puAP37aWO56ezsZHnRs7DcJKWlpPeh0PuOQ89p/5LSJ1luqIIGAHzpS19iW25cF8WmEbYyyXJjS4wFoe/p6cG2bdui710JvU29SjPKjY2NzSUcNsUPT/XQ277bcrQ/F3sTx3ID7PLR24p9eSMQek/wuShWNxpPQ6HndMK+FsX29fVZN3S+otyIa/pW6Kkdms5yYyIevi03NmnF73l66HUouuUGsB986Qg9x4vOXSxJrc9chd7krc5Sobex3CQNdJPSy4RejYqm5kuFSujlPCddFyiOh15V6KmWG5soN8AuQg9U2m5s7tl15stXlBuXmWhdeoBvueF66Knvti97qC0nAfR1MhD6AQSu5SZJ9UjbQ2/bCXM2lgJ4i8Lq6uqi3zlRboBKJYCSbzm9i3c2afFfVpYbGwIQt9tr2h56jkJPWRRLTW+j0CdZwmwIvRzuE7CLcmM7WPVtueHkW/2cloc+znITd89ihhFwC3PH8dDrCG9WAzcgPQ891XJj244IDz1QuTA267CVvi03NrwiLcsN1UPvsj7EtpyTdntNel4cG1xREAi9J3AtN5xGklLx4jbAAdyUWzWtDBdC76Iy9RfLjYuH3pdCTyX08uZQeXnoZbgq9D4tN0n1yrasfFpusvTQ+5w1k0FZuJiW5SbumjKhN22Ol5aHXqfQu1pubMsZSPbQc8NWUhV6W8sNUEnoa8Fyw1XoObPJLnHoKZYb6kDXViXXEXqb58WZNSsKip/DGoFuY6msVA+TLSJNhZ6rvHI8pABv9b+qymVpuTH5utNU6OMWwSWlBeIVek6IPJtr6+Cq0FPh03LjMm0M8Cw3eXvoa9VyQyF6uvZLTuuS3mWAbntdNb1KyH2s96LOUKp1Ks5y47qxFABMnDgx+vzWW29Fn31ZbmytWS510mVmFUjfchOn0LuEnpQHytu3bwdArxdJhN5GoQ8e+gEOn4tibSMHANUb8ADpxqHnTiVyOjRgF2l64YUX8Ne//tWZuNiSHjm9i0KvI9dyelcPPWfNAdUH72K54RI9X5abLBfFciw36v2qCr2NdSVvD32tWm4o92xS6Knvtk4NdLEl2F4XKM7GUjaWG46AtM8++0SfX3rpparrcy031MGXS71QLTe+FfqsLDfUsho2bFj0WdQr6rvNJfScdrsoCITeE+Li0Ns2krZhKwE96UpS6EulUuwqeqo1wFYxASo7NNuKC1QOXA4//HDniBqqh95GrdERD4CueugIfdqWGxdSrXu3siJ6HMtNki0MKJ7lRs2PreVGVRLz9NBzFvOq56KovurgPE3LDUWht02fh+Um60WxcbNmtgo99Z733Xff6POLL74Yfc7CcsNte0V6sR7Gt4ee01fp0nPj0OsGyr4sN2nbBouAQOg9Ie1FsS6EPkmhl89r29hwN8zgplcXonGIS5Zx6H1YbrKOCuRboR9Ii2JtLTdq3nyGreR46IsctlL+TTcYiEvvuii2vr4+KmcXD71vy418r3ksinXx0JvWPPjeWGr8+PHRwtiXX345+t6mf3a13HDtjtwADhzLjYtCTwl1ybHcpOmh55ZVERAIvSeksSiWWvGAZMuNKb2rF92XN1DOJ2cBiquKyVkUKzfsXNWDuyg2TUKv6xR8Eb1at9y4LDaPu6aqWqoeeltizK2TWYWtNFlubBR6U1o1f0lpqUSPszmeblEsx3JjQ+jjiIurPZQbkU0+V1KUG9v+plQqoaWlBQCwefPm6Hube3ZdbM7t59RnnZflhqrQy+dz2RwqSaG3XVDLtaLZDHSLgEDoPSHtzTpcfM42U862jQ1XYecSABUcJdJVoRfp5f/V31UkTWMWLQ49oO8UqKSHGzLTV5Qb06LYNAg9p6xUhV4NW8lR6NP0VvtU6HVWNpeFlq6WG2q7LciHyUNvS5Y4lhubviLPsJVxdSquDfQV/lGnGrtYbrIKGazygrwsN1SFvlQqRdzAxYqWp4eeG/2pCLAi9F1dXbjssstw4okn4qijjsLZZ5+N5557Lvr99ttvx3HHHYdjjjkGN954Y8XDfPHFFzF37lwcfvjhOP/887Fy5crot46ODixYsABHHnkkTjzxRDzyyCMebi1bxHkx024kAb5Cz4ly47JhEFe5VZFVJBAgXUKfRpQbbqeiI/RZeeh9RbkxKfQu6U3HCORpuSmSh56Tb/VcJkKuXpuj0NvajHSEnuOtdkmrniMprZo+Tw+9jeWGu2ZL1EmdapyV5calXqizKa4KfVaWGwAYNWoUAGDTpk3aa3IU+rwsN/2S0Pf29mL33XfHD3/4Q/zhD3/AGWecgS9/+ctob2/H448/jvvuuw+333477r33Xvz5z3/GQw89BGAnybzwwgsxd+5c/P73v8cBBxyABQsWROe96aabsGnTJixcuBBXX301rrnmmorwUrWAuGgJaTeSAF+h52yAU2uWmzhfYtr2qLQWxaZpueEMVoPlxq/lppY89K5WIfkdoxB6iuWGqtDbvJscy02SX5eq7gvUuodeHnz6jnIDVC8uldNzLTecgZvtbIqrQu/TcpPEK0aPHg2gktC7WG58eOizjP5UBFixpqFDh+K8885DS0sL6urqMGvWLDQ0NGDJkiVYuHAhTj31VEyePBnjxo3DJz7xCSxcuBAA8PTTT6OhoQGnnHIKhgwZgnPPPRcvv/wyli9fDgBYuHAhzj33XAwfPhz7778/jjrqKDz66KP+7zZFcBX6pNXwVCVTnqJ3UeipjQ23gS2K5cYlckDS4MvW/iJ/dlXoOZabND23aRJ6m87QRMjj4FOhd7Xc9JewlTYDEV37RSX0JssN1UNvk2dZoRfpOINsXx56l3rh2lfZeuiBZF+37yg3gJ6cciw3Lh56H5YbW/Epa8sNsIvQb9261XqwqtuBmZo2zSg3tgJjXjC3kgQsXboUW7ZswZQpU7B48WLMmjUr+m3GjBlYtGgRAODNN9/EzJkzo98aGxsxefJkvPnmmxgxYgTWr1+PGTNmVKSVrTwyurq6KmwlwM6CiOv4s4YYScsvg8nDK6B2SuVyuaISlkql2HOoFpjBgwdXPKdBgwZp08sKvXpNwOw9lhvIjo4OlMvlKpUoLr/q4hmVWKt2gSSY1B4d5Ird3d1dRdZsykrknVpW6rXFeyKOr6+v16aVGxuh2lKfl+6aNmWlNuz19fUVBMC2nG3KSiUvcl2yKWfZf0p9bqYFXqb8COjKinrP6vcdHR1VUVyo9cL2WevKKqtyVvNdLpcr2i9TvVCvLauYcpmZ8h/XFiS120Kh7+vrQ0dHB4YMGVJ1vE2eXd5LOe+U66rpV61aVXFtSl+la09s+qpBgwaht7e3ok4m9VVynRL9DbWvUtOr/XNSfsUxAqqXnVpWtuUMVBLmrq4uq3uW08t5ptQL9dryTGFS3yEsNwCwYcMGjBs3jtwWyAtbhUJP7Z9lDrRjxw7rfk6+X5WTUN6RtEEawLmeXPjezz77bAwfPhzt7e0VCxqGDRsWjbB27NhR8Zv4vb29PfJJmdKquO2223DzzTdXfHfaaafh9NNPd70VL1i1alX0edu2bViyZElU+Xp6erBkyZLY9OLlBXa+wG1tbRUr8tesWRN7Dvlle/311zF8+HCsXr06+m7z5s3a9KJR6+rqwpIlS7BixYqKPJmuuW7duujzxo0bsWTJEmzbti36rqOjIza/W7ZsiT6vWrUKS5YsqfCiLl++vOKZJGHDhg0VeYu7thi9A0BbW1tFI9ne3p5YVnLns3TpUmzdurXiflavXo3hw4dr08plsmXLFixZsqRKVdRdf+vWrdFn8bzkbcw3bNhgzLdcLuLdlNewiHyYIN/v4sWLMWzYsIrOIS6t/A6vXr0aS5Ysqajby5Ytq2obZKjvgNyxrl+/Pvbaatz8tra2qnOuWLFCq3gCld7oZcuWaY9Zs2ZNVVnLz3vFihVV99zW1lYxHW1KC+y8R7kDTmoH1HLV1VMT5OeyfPlyLFmyJGofksp548aN0WdR/9T6LP+tQn4+ov2T8xN3fbmc33rrrUghlO9906ZN2vRqvZWtnp2dnbH3LL+Lr776KkaOHFlVzrJqKEPOm3iPdc9QhzVr1lR9J5f71q1byWV1xRVXYO7cuVF9pvRV8ru7du3aqrYoqV4KYrJjx47ouKSylvMs2iube1ZnQ9va2qr6vjiobYFazqa1PmvXrq24hyVLllj16/K7vWTJkopnH9c/C4i+RS5XOU+megHAmE+5rJYtW1Z17zKxfuGFFzBt2rSK8hPvjA5yPyfKV9dnJqUVz1qu30n1WT525cqVWLJkSdXzzxPTpk1LPMaJ0Pf09OBrX/sapkyZgvPOOw/AzqkSuaC3b98ejbaGDh1a1TFv374dTU1N0RTL9u3bo45RTqti3rx5OPPMMytvogAKvXz9IUOGoLW1NWrwBw8ejNbW1tj0Y8aMiT739vZiypQpFdNPkydPjj3HyJEjo88TJkzAuHHjKkbK48eP16aXO5zW1taKytPc3Gy8pjyAqK+vR2tra0UD0NTUFJtfERcY2Hnvra2tFQ3D1KlTo46ZAvleJ0yYEHvtESNGRJ9bWloqCPWIESMSy0omcC0tLWhpaal4jlOmTDGeQ1YBxHsiE2bTc5swYUL0WZSLfM+77bab8Zpy5yPexddffz36btSoUbH3LBPuSZMmYeTIkVFn2NjYGJt2t912iz6PHj0ara2tVe9cHKGX7xuoJFGmd1pAnSaeMmUK6urqKurVpEmTjOeQ6+S4ceO0x+jKWnfP8ru9xx57GAd88jb1wM7ykt/XiRMnxt6zPCAYNmxYRR0aO3ZsbFr5WPE+UctZ936q9Vl+nirU/TOmTJlS0cEOHz7ceH31/RTPv7m5uSJ/uvRqOzR16tTo76FDh5Kf19ixYzFp0qSKe1bfdRlicCny39raSsovoFco5fczqT6r79hTTz0VfRZtUhzGjx8ffR45ciRaW1ut3lGhlg8aNCg6Tu47dGUtt3Wiv5EH2Un3LOevp6cHkydPjv5OKmeRJ4GJEydW1WcT/5AHbqJtV88Vd235nWhpaam4blz/LF8T2Fmnpk6dilKpRO43RKhP9VqyADJ9+vQqi9SkSZOiz+LdlvlJS0uL8ZqyoCjOK7enceUs96OlUgmtra0VA6Ckcta12+Je6+rqEp91EWBN6MvlMhYsWIBSqYRLL7006mCnTZuGN954A0cddRQAYNGiRdhzzz0B7Cz0+++/PzpHR0cHli1bhunTp6O5uRljx47FG2+8gQMPPLAqrYrBgwfnTt51kF/ycrmMurq6CsuNra9Rnfqsr68nh5Hs6empuH5cetlyU1dXV0GY4vItd1Td3d1WaUV+BPr6+qqOTbpfFfK9Dho0yOracr6T0pryTnnWQOXAT1fOpuvL5SvSyYjLt3xN23IW9yOg3m+pVCIvrFLrRVK+geooN/KxSWl113Z9bnHTvGp6XRlT7/nSSy/FTTfdFP2t2guT7lm158jlnFSn1Oclp3UpZxlJ106qF3HpVUIhjpPTNzQ0xLZ/OiTdszyQ6OzsJNdloPrdcn0vBVSfMfVZi/uQrQVJ7Z8u79T2D9j1zOX7TiprXf8mI+me5fezt7fX6t2W8yyOdyln23ZbzbdaJ215hUgjl5WpXgDmZy4LYA0NDVXedHngvnnzZqv2Tx7s6FwacWmHDBmCUqkUWeBs+zkuhysCrHN41VVXYf369bj66qsrXpbZs2fjwQcfxLJly7B+/XrceeedmD17NgDg4IMPRmdnJx566CF0dXXh1ltvxd577x2N5GbPno1bb70V27dvxwsvvIDHHnuswo9fC9BFWrBZdONrp1hgl9pFiXLjuijWZ5QbnbeZsyjWNmyl70WxtlFuKIv/OAstORE11PQ+whnaPG+V0KsNdBxMiyVN51NhWhQmQ1fWnEXILS0teP7556O/baPcyPdsuyg2LvpTlmErZZuAAHdRrEuUm6T3i7MJTlGi3AA7CVhWYSvl323KihPlS5feJq16jM+wlTZtr0vYyqTF11QhR7eAuVQqae9dnrkSVhuXKDe2cehLpVIkNOqi3LgsFrfhcEWAlUK/cuVK/O///i+GDBmC4447Lvr+O9/5Do444gjMmTMHZ511FsrlMk455RScfPLJAHaOUq+77jpcfvnluPbaa7HPPvvg8ssvj9JfcMEFuOKKK3DCCSegubkZF154IfbYYw8/d5gROCHfTOldCb1Q9Sjp1bCV1MqTRpQb20ZWBoegqmpNEnSDN1+EPo049EJdkBeS2ZDENOOT26iB8jko1wZ2Pu+enh6nOPQUQu97Yymg0hLBiXJjO1hVy8qmM+SGrSyVShWLJeXzANnFobdpgziiRlJUM06UG5tyFuezIS7cvkqn9CaVta4ucsI/2hLjuCg3aZWzLt9Zik+6Qaec3pQ2idDHPW9OHHpgp3Ngx44dTlFu+kMceitCP3HixAq/nYp58+Zh3rx52t/23Xdf3HPPPdrfGhsbccUVV9hkpXCIU5xtFXqdYm1DfGwUelUtoVYAbhgx33HoXYmLOt2d9uDLldD7iMMsR0nwpdxyy9k2bKUtoR80aFAsoad2xqr1RXeMAGfwBVSXtavSXUsKvTiHTOhdFHpbQs8JYcvZHCpJoae+lwKuSqRIWySFXpe+VCpFg3MXUUINW2lLjOPqFWcmJquwlfL1Xfoq3eDLlFa2otnGg+fsoAygSqH3FbayVgh98U1BNQLdtK/Ny6Cr+FzLDSW9GqfWZdpXkB2u6puH5UZVIl1VD9VTaYKu0aDEy5bXLLjszBtXzkUmeiqht+3QdOSBCgqh9225AXiWsDglkaNicuuzS1llYblRnzXneYlzCFBJue07wlXo1d/V8HxJSIqtnoblBqje7dXVcmP7bqvHqGEXs7TccPoqW8uNSaGP29FX/d6WV3DSArv6SdsY9knXrgX/PBAIvTfoFHqbl0Gn0NsQep2C66LQ29g4RCOZxk6xSenFAmpgZwQDjn/flSQCfjaWolgLuJtmqNYqjsruk+jZEnoZNh2aGvuZcg7T1ucy0rDccEimq9cXyHcmBqhez0Ml9HlZbjiknLODqO5Z2BB6ObwfUPmO+VjvRX1XbCw3QDyht/VHcwi9Wiep1+VuLMX10HMsNzYKve+BrsuaK98iY1DoBxh0KlGWqgdXoRfXc1FP0/DQJzVWctSkiRMnOhMmXwo9x5dISSsTeo764MND78t/T8m3L0Kf5aLYuF0pk64J8Gwzato8y9m1XuVpucmK0Ce19xyFPqlOqXsg1ILlBqgm9K6WG3VRLOWeTXUy7YGuSsht65Qvy42Nh55jM+I+L84sTrDcBETgLBw0pbdppF2j3HBW0Ytr+lLobRqrPffcM4ohzVn8Z9uJm/JObSRLpV0h0lwJva0vEUjPcsOZxqRc27RhC+XaQLJCHwdXD33SAr68LDdpWqu4U+XyOeRNjnTnV+HTcsNRT+W8p+m/1/1mo9CfeOKJFX9zLDdpEPo0LDfcxaUmyw23nNNezOvLcsNV6H1ZbqiEXicycvqqQOgHGOLCVqY9NQboLTe2CpWtAhCn0GcxRS+OsSUucdPsWShUqrXAldC7dGguzzpu0Je1h16GjUIlE4Y8FsVyCL3r7JPN4j2ARx58LYoV15b/V88fd22flps0Pbc+BkAybAj9mDFj8OEPf1ib1gdJdCH0aVtufHrobSxKnJkYXXqOQu8jgIOcPm3LDWdGV9Rl7gA9EPoBCp+LYl1IIjcOvTieo9BnacWQj7ElLpxBjC49wFugSimnJELPWRSbpv806VklIQ0PPfUcFA+97tn5tNzYDlZ9KvQ+LTdZKfQmQu8Shz5NAsAleipsn/W73vUubdosPfTydbO03Lgo3aaBcpozMbr0nNlkXX+js2/p0vpU6JPW5qlpfVmrOG1YWBQ7AKE2VNxFsTaNtKuHntOJqwtQsrTcALueie1UOYcwAf4U+jwtN0Xw0FPqRRyhd41y42K50RH6QYMGae8/znLDXYCXpYc+y5kY+Rw2i8UBmuUmjUWxcV7htImeChuFHjA/syJ46NO23LiIOKbF5rZRatR8p2250b1n1IGya9hKzuxTqVSKDeBgM6OrhvwNlpsAK6gbZrgq9C5hK12j3HAUAHHNPKLcyMf49ApnabnhEnqXDq1IcegpZZzGolhflpskJRGoJh9UpUd+t20G9pzBQJozMS6zKVlHucnSQ88leio4hF5+znl56LO03HB3irVZc8CtFz4tNzYzwrprC6RpuZHTczz0wM5yDpabAGfIHRJH9XUJW+ma3seiWBeFPs6iREkvn4NjubHtxNX0RVHoazEOPZfQuy6KlcEh9EnEA7AnegKmd9vGcsOpF3l46F2saGrebElinOUmaw89x3Jjq7L7Vuh9xqFPw3LDta74sNzksbFUkuUmD4Wes94rzYFbIPQBFZAVes7UmMtCI10DbRvlxnVRrFAOuATAlfRwLDe+FHo577YKBLUzE3nzrdCnueaAo2Kq6VX4UOjjkOShp8x6uVhugMp329eC2rw89NR7VsuK66FP23LDIQBFstzYKvRJoRCpC7c5lhvbgS43bKUPy42PKDc+1jvkodBz1nu5cBLAfpdtrj20CKiNXNYIZDWQo/rqFHZb1VlNT618NhVA9e378lZTOzMflhuXsorr0GwGBCKtiCsPAE1NTdo0pVIpdltr6vvhw0OfpeUm7hibspLrAvUceVpuTINVG8tNUTz01HtWyyoLyw2nLfC9KLYIHvosLTcyMabMpsT54NMmxq6WG91z5lhuOEKhaIu4Cr1ITw20AeRnueHOuNmKEnkjEHqP8K3Q2zSSOpXKRaF3CREF8EbDLmE+5eNsrQUcVQ7QWyqSVAsZaoO1ZcuW6Lfm5mZjOpXQZ9VI5kn0Ro4cafwt70WxWVhuuItiOYpzlgM3+Rwchd7WcsMJEaojPFnFJ1dhG+WmCIti5XQ2lhvA3k4hp83ScsNd5OlToc/TQ+/SZwQPvT0CofcIuUPyGQqMYuPQNdC2Cr1rlBtgp0KfpbcacLfccBfF6oieC6EXaWRCP2LECGO6OIWe2lgJ0lIEQk8p56amJlx++eXa31wWWsrXTzqHq0Kfp+UmblFsmtaqOMuNrUKvEyTi6lURLTc2ooJvD32tLIo1pacMlDmE3qflxmWWkDNo5IhPvhT6rC03eYiMgdAHOHfCQPx0j61qorPcUBR6W8tN3n41V8sNJ7IFkL9CLyw6vjqGvIgetZH8+Mc/rv3ehnzInRj1HK4e+jyj3HAUes7AzYe6pZZVHpabLO+ZM2umwpflxsd6L5fZHBsPvTje1XLjIriZBsouFktfUW4o1+YQ+ryj3LhYlHxZboKHPqBCobdVALgkMWlRLKVDs813nEKf5aJYTjQPXwq9yHvRLTfiurXioVfPIcOmXsmdsIvlxibKjQ8vpi+FPk8PvatCL9JSBAn1/BzLTV4Lvn1YbjhRboqg0GdpuXEJW6kOlG3KWbWS+bLB1apCn6WHPsv6XAQEQu8RnEWxXELvqtBziJ6q0Ge9KNaX5SbrRbFqg7V169boNxtCn1XHkPdiSdNxrh2ai+XGtLGU7TW5g9WB4KEX1+cq9LaWG59hK11mjziWG9u0RfHQ2/RVPhc82hJjH5Ybjv0E4AuFPhR6SuS9NC03aboGgoc+oAKmRbFZkMSkRbEuCn1eHvq0LTecaXZA30hmabkRZCerDo1jy/LRSHIIve761HO4KvRFiXJTlLCV1HtWz8ENW5mn5cZlYJ+l5UY+pmgKPbVeuVoxbCPkqOeX3xMXhT6rmVVA3xbJ4oStQu8SOQ9wsxm5DAY4g77goQ+ogKzQ+7TcxFU63TV8LYrNagEK13LD7Yg5lhuOh16QNVtCD9iHCeXcM8d/6nMmhvq9jCSFnprWdVFsnpYbn1a0LMpZfW7cKDdFjkMvp3ex3Kjn51huiuahrwXLjcvAzcVy4zNspY8oN66EnmO54XjoXftI1zYsbwRC7xGyQu/TckMh9LppTNuwldw49FkTAFcPvU/Vg2uP6u3ttY5yA+y03WR1z7499K7kVoWrQkU9h4+wlXlvLMXp0PK03Ngo9CbLjVxmph2H1bSc2Oby9dO23Kh587UoNi+FPkvLjcsMujpQ5pRzVmIK4N9D70Ohp96zywDIt+XGdpYxb9RGLmsEnEWxcSNp10WxLgq9rxBRHALAjQSSpoUE4Fd8Nb2LQt/R0ZHZPRfVQ5+2Qp+n5cb0btsot5woN9xBn8g7Jc8CPhR6E6GXyyQubR6WGxfi0t8IvYtC76rcuijdHMsNJ2oLdzbZl4fexhpVpEWxwUMf4AzXRZpAcRR6Thz6rMMZ+rDc5BGRSG045EWxw4cPJ6er9UWxeSn0Lotia8Vyk1fYyrQV+rh6ZSKnMqEvouUmTrm1sVYB2Vpukgh9FmEruWSNs4jY1nLDKWdO/wwkE3rTQFd3bcCP5Yb6fggexfHQu1rBAqEPMCr0rqqvq0KvixyQxqLYtOLQF91yo7NiuBJ62XIzbNiw2PScgYic9n/+539YsylF8dCnvSg2jTj03HfbhujZdoZpWatcFHoflhsxCBs8eLDxucVZbmzJFuAvDn3SM/Op0Nsuik2aobQZdGZluYlT6LOy3LislcgzbKVcljYzMbp3i2P940Te4wh9QCD0AxpFWxRrOz1m24lzPPS6/PqKBJLHQiOOQi8aWpPP15Rv10by2muvtSIARfXQZ2m5sQlbWVdXF+XNR5QbjkKfVUSNuPrsotD39PSQSJ56bZ3lJk6FjLPcpO2h51gx0rLccBV61/RZWm64O8W6Wm58kFvflhuqPcpGoS+VSizbjHzPtu1fWpab4KEfgPC1KFateLYLLV0VettOPO8oN7LPOMvpV93gS5zDhdBTBwO+LDcA0N7eTk7LmcXx0UgWwXJjo9DLv/mw3GQVtpK7cNB0z2kr9CZrFIXQq2mzfLfTstykrdDHEXqXoABqHtK23Lj0zybLDVehz9Jyo5v5pz4327USnNknTj+nRiZzFZ9c2+28EQi9R3AU+rgV5Xkp9LYe+qyjYviw3HDtUarlxkXhdyH0HMsNULmZVdG91b4JPWWxJOC+KFY+b55RbmztOtzpfRNxcVXoqYReDecqIFtuqGmz9ND7DFtpG1c9LYXeh/hE6avyttz4WvzMIbe2fY0qFNqszbNR6OVz+5iVkGETqMPHTrHBcjOA4TtsZR4KvavlhrNTrEhnq+jJhD6vyAFcy013dzc5rS/LDQBs3rw5+szx0Gc5cKN+L0NH6GXSF0f2XOPQy2mzttxwPPTceqESelt1yzVspSosCFAU+riF/bbCAOBmuck7bKWtQl8qlaq81TYzlHlYbriDVbVeZRWeNM2wlRRCn4ZCn+asBGcWx0dflTcCofcIk0LvSuh9KvSmzomz4FEmQ3nEoVcbWZdr570o1pflxoZYA5W702at0GcZh15XVjI5pyr0WVtuZDuZrfoqkKWHHjAr9GmHrfRJ6PtDlJu0PfRA9fvt00OfhuWGG7bSl+XG56wZ10OfpUKf1Qw6J5S2vPYpeOgDjIqxbSPnO8pNnFeOo1yktbGUi7faplPyablxUejVRtbVcmNDuFRCWgTLTdYeelFWgvQNGTIk9hzydX0p9GlbbuS0WVtuTJ14Xgo9xXKTFqG3tWLY2gbjFHpbgmqr0APVgzeuh942yo0tueUOVn1YbgBe5CnfYSuzVOh9LQS2VehdRQnxrIKHfgBDR8oBeoOhVgKXkTRQHYeeGvLN1k6R96JY104prnF3VT1s7EI+CL0t4dqxY0fF364Kve11i2y5kcmcDnKdtFXoxXW5C4FtSbl8DHexuKsa6FIn1OurhD6ubsjl2NHREX22VejV3ZezUugB+0hd6jPlEFRbdR/wT+izjHKTl+UGsBdi0oxy46LQ2y5U50a5sb1nziyOfO1guQlgEXqgshLIld5WobdpZH0q9Fl7q31ZbrgKvUy60lToOesd4gi97YxG1pt1+F4USyX0cnrbRbHqQCCrKDfyMZzF4hw10HVWwvei2Cw99JywlSJ9LVlu0iT0/c1yw1GcfUZkK4qHPs12iGO5AfhtWN4IhN4jTIoxtZGUVT1qZybgqtBz4vOmtbFUlpYbH4tiqY2cLn1WlhtfCr1th1QqlSoWiwPufnLq9zK4hF7tmGQU1XJj8t+nbbnxrdBTbBiA3nLT19dHstzU19dH5ZhXlBvAvl75tNy4KPQmD71tX+VqubHtq9Ky3Ngq9Jy1T5w6KdIDu+pnUaPccPobruWGG8wgb9RGLmsEXIVefpmonZmAq0LPqQC+PfR5WG5cIgeYotQA2RF628ZdtiIA2RF6OT1nGlPXoLqGbROkL2kjLzW9zW++LDe16KHPWqHXEXq5TsYp9HL6rD30HKLnM8qND4Xe1R5aq5YbVw89x3KTR9jKPKLccNohruXGJEoEhX4AgqvQy5WH6h/VXcOXQs+Z3srCW+1qufGlRIr0tvaoollubMsq6+gnpmN9LIpNAnX9iSmda8dgUtkpzyxvD72qytmSRMB9UawYuFL3GpDTd3R0sC03HIXepl75tNz4WBTrGsAhK8sNt81XLTeu1qqsN8Tqb1Fu0nQN6PJtk7YICITeI3wp9KqNw9Vyw/XQ28ShL1KUG46H3kX1sFW48rDcxCn0tusdbJ9Xngq9rkMTVgwbD70OlIFykaLcFN1D7xq2Uuehl9c8JM3EiPQ+FPqsiN4dd9xR8bcvyw3XQ19Uyw3XQ8+x3HDyze2riuKhzyr2PudZy+ld1P0iIBB6j+D6Ek0eeq7qYaPQuy5AUdO6LIr1ZbnhLPJ0WcxWBMuNrULvOgDyYblxmcb0odCLRjpLQi/UvLyi3GS5WNznolhu2EoXhT6vsJUivU19Pu6443D00UdHf9u2YVyFPq2IbOrvMnxuLMXx0NvWZ1U1zjLfcYQ+qV4A5oGb/Ftcvl0sN0Xx0AdCP8Ahv4hyh2JruclSoc/LcqMbgBTBcsNR2AH7jaXk52ZrubG555NPPtn4W9qE3tS450HoZeWWQujj1F3qzJfcsbgo9K6WG9vBQF1d5cYqrvVCvCOcRbFcD30WhJ4bwYlD1kqlUgWhL4qHvqhRbuLebZdFsTb1WRW+OJabvBR6XdhKSvuntgWUfHPsUVzLjYnQh0WxAxBc1aMICn1WfrVSqXr78LwsN3kq9HKYvTQXxV500UV473vfq/2N46G3USJdF4iajnVRQeXnnYVCD1TWqzwtN7aDL64a6FOht41Db2O5cfXQ19XVRffmYrnhLtTkkHLfHvqiW27k9FmHreSEUvSp0Iv7dikr3cCL2jZyQnX6jENva7mxfdZFQCD0HmHy0Geh0OsWxaYd5YY7GuZaMdIIW+nSSHI89K6E3rahGzZsGH7yk59of+N46LOwYpjy6FJWPgm9y9oUl8Gqqz3AZTAgt0GceiG3Ja5hKzkeehuF3tVDL+eLq9C7kA/5Gr4Ueu6i2KJGuZHz5mKzNFlubOuFreUmzfVeNgq9uGcXQm+bb58eetd3xKX9KwICofcIn4tibRX6OF+ijTXA1/RWFoslXTs07jRmnEJP8SXKx8iLVdO03MSdP23LjY9QYL4sNzKhp4St9KXQZ7U+RD7GdlEs4JfQcxR6G1HDl+VGTg/wCL3twN6lPnNIOddyo87kUG2D6jG+FPq0/dGmRbEuHvo8o9xQB8kCalnJ9Yoa0tf23S6C5aZcLjsNdPNGIPQekdaiWNc49JTFf5zV/3LlUXdZdFHos7LccKcxXb2+Aq6EnjuzUBRCn2eUG1uFPmlTIup1sxqsysfYLooFzJYbFzUwK4W+rq4u+v0vf/kLXnvtNSfLDVBZHzl2Mq5Cb0sy87TccNZ72XjouTMaqq9bwHYAlJeH3scg27aviuvrqGKH7T37XBTLWXMgtyHBQz8A4ctyA9hZMdRjhGJC2SnRV+QAjuVGXDMryw03mofaWOVB6DnhI1VwBkC2vkQgvzj0Lotia9Fy48tDz7WiccJW2tYr+djPfOYzzgq9HA3Khqy5zD75jI3OsZBwF8VyVV8gG8sNZ8FjXpYbdeDFXRSbl0LPsdxwPPScGQ25rwgK/QCEr0WxQCXRc1Ho5evbEHqbylMqlaJz+/DQ25KevCw3pVKpYsMNaiMnkJflxpS3tNcciPR5eOhVkpjXolhfg9Va8tDb1mdVKbclHwJ/+MMfnDz04roCNvcsOn9XoseNjZ6nh97WHqq2v2oe0rbccMNW+loUazvQdc23KBMuobeZjc4rxKhKyDliXSD0Axy+PPSAHdEDqtUaKnHhjmg5hF7tDLMiPVzLDVCp9hTBcpOmQu+zIwX8eehdfMpZLYr1FeUGsG9LxDE+FXoXNdC2nIcOHRp9Vgk9pQ2U4Wq54Sr0NoMYk0WJem1fUW44Hvq+vj5rQUMXv982bCVngahPy42th95loGvKNzU9x8obZ4OLaxs5fQYn+lNdXd3/196ZB0ZRpO//mZkk5CIHVxKOkHDLsaJGBAHRKHgBIijyE7yQwwNk8UBBXaKsuirqCiqC3Op3UUFgERVBRFFRREVBAbmCwUACgSDkIsn074/stDWdmUxVV0/3dOb9/MMwmZqunreOt9966i2vBxjZoIRI2VCAHHoDkdnIBnh3HtEIvVZywzuhyTpr/hx6nntOTk4GAJw4cQKA/tM0AeMkN3o2hVkluTFrU6xRDr1nQrIqy42ZGnojJTeeti3aL9xut1CkGrA2bSXr0JeVlan9is0hzkNcXJxuyY2ohj5YEXoZ2YyogyqjoQe85aGiTqI2N7r2u1nsKrnxd7CU6G9tRfBJO1fyPrzJrPwbNd9o5U0yGehIQx+GGBmhZyNFevLQ8zr0slFf1qEXHWwaN24MAPjzzz+9HgiCLbmRla4A/qMeZma5MWtTbF0TqZ7IrVEaejM2xYaS5Ea0X7D7aAC++7UybaU/h140Op+ammq6hl7PKqPsJk8j9lkAchp6wHs1RFRy47GxGZIbo9JWyvQLWcmNTPCpsrJSajVFJkKvVzYj45PIRuhJchPmGLkpVjZCbwfJTZMmTdTXJ06cME1yw0b89Cy/At6DpN0lN2ZFTLTlrY7Qy6atDKbkhv2cp32J9gtFUYTv10jJjVERehH9PFCz8mdElhs9khuRsrJpK+0aodfet7YOvBF6ve3TyA3IMmkr9Uhu6kOEXtShN2olhhx6QohgbYoNZoQ+WJIbkQg9ABQVFZkmuQGMi3rI6hLNlNz4q1uwJTf+tML1eVNsMLLciD4MiEjvPARDcqM3Qi9youWKFSvU12fPnhWK0PvTzYpKbvRquj3XlXEyjdLQmy250Tr0DofDb/2DJbkJ9sOTVkMvI7nRE3yScej1ppKV2ZxqpQyYNsUSKsGS3IhmudFO5CIRehnJjVEOfbAlN4C1ukS75aGXdTxk0xkCxm2KFZWg1OUEi0ToPZghuWEj9GZKbnxpo3nLAv43xfL0qaFDh6p7csrKyoQceplJ3NM+3G638Jgvu+Im45QbtSkWEE+x7Kud8Dy8GRVYUBRF+J61GnqR6xopuRFdHWCvb3SWGyskN6IPbpS2ktCN7KZY1nkwUnITrDz07HfreRrWOvRmpvaTyXjAljdzU6zsZl6Hw+Hz/uyqodcTNWYHadH9DlpEIlQe9LRtUckNG6E3SnIjMxnKauh5JTee8mVlZUIrEzIPIv420ZHkxj91Rej1yNgA8XFItE/KzDVGSm5kIvRGZLmRldyI/l4y0j8jJTe0KTYMkY3Qsw1ZdFOsdnC3QnIjOiGxGvrjx48LlQWMcehlox6yDr1IdEtWcuPvGiIaeiM2S4qUrauOeq7NXl9WQ88rudEzMRiR5YaN0DscDqHoqZ4opuxDjJEOvUiEnv1dRNun1lnzYFfJjZ5NsUZq6IOV21z73aLt09/Dk560laKBK1l5qL8IPU9AQ3uwlGzaSj3jiJlBRorQEypGRuhFJTes9lBEcmNUlhtAvAOwEXrWoZeV3IhsENWrS7Tjplh/9Qt0zy6XS/2MVRuNjMpyI5rG0YhNsbIRelGH3peGvkGDBkF3emSi1YB1Dr2/CL3o+CcbobdT2kqZjGx1Zbmpy9baBy8zo69WSm6slIdqbaU3Qi/yEGOl5IY09ISKkRH60tJSn99bF2zmFt6ldu0gKdoB2IcF0QktLi5OfV1SUiJUFjAuQm+XPPRGpNv0dQ2ZDWVmRT2M2hQr6tDrzUMfDMmNnrSVnj7JsxoBGCc/kZXcsBp63vHPc+KrVZIb0Qw5wYrQm6GhZ8d9dq6SzUNfl60dDodl41AoSm70pK2U0dDr3RQrKrkx0qGnLDeEbmSWbgG5CD0AvxH6uiY02UFSJkIlu4nOKA29HTfF6tVTGuHQWxH1CIbkJpgRelnJja/oq2i/0EboeZCJVstG6D0OOSAXoVcUxStAoDdCLyO5kdHQi67EAOJOOVtWT/CJbU/sb603Qs9ra6PGIVE7GyW50XOwFOuQy8xVWr9ANkKvZ1OszJ4r3vKe37u6utow2SBp6MMQ2cbAltcTofd8TkRyw15XZlMsIH6ymozzoK2fUWkrRQdZPYOklZIbPRp6wPqNRkZIbrSbuuyyKVav5IbV0OuJ0Ms4qHr3DXjqKePQAzWH1fmqly+CsSlWRkOvp40YdbCU7GqyXg09b4pS1rmVGYdEHzhlJDdaDb2onWUCbmx5QDxQGAoRejMz1VCEnlCRjVAZFaEXkdwAcs6av8w8ZkRuZSYlfxp6PYOkaEai+iS5sVJDb3WE3myHXiZtpZWSGxE7szp4kTz0bFnA26EPdO/+Tj01c4VSz1kFRmnorZTciGS5AeScW5kAksxc409DrycBg0yEHhD3K7S24t0U6+8hRk+qYTMf3MihJ1Rkll+15UU3GrGfEz1Qxl/UgyQ3gcsD4oOklZIbPZtiAf+rOKGuoZd16OvqO6xERIuVWW7YTbGePikruRHtz6LRag+sQ2+HCL2Rm2KNStsbbAcVsKfkRibblsz+OFnJjez4KRN80kbozdgU6+9hQE950d+LNsUSKjLLr4CxEXo9khs9EQCjHHqjdMai1zYiW4xZEfr6JrmRdeh5HRfP54yO0PMe2Ga25CYYEXqzHtyMcuhPnTrls16+8OVgAsGPBspKbupDhF7kYCnAe66SOfjMqAxOetJW6pXcAPJSXrMi9MHaFCuzl4c09BqWL1+OkSNH4qKLLsLcuXO9/rZmzRpcc8016NevH5544gmvyeDw4cMYPXo0evfujZEjR+K3335T/+Z2u/HCCy/g0ksvxYABA/D2229L3pJ1BEtyI5rlRvRAGaMkN6EQoReVnuhdxpSJ0PuLZIay5EZGuyr74Obvs3o2lRnp0NcVoTfSoa/rPV+wEXo7aegBayQ3wUhbKSMt0LOKI6OhN3JTbChLbmTap1G67IULF6oPQHoccj1jicxcZVSEXq/kRnYlhiQ3ddCkSROMGzcO2dnZXu/v27cPL774Ip5//nmsXbsWBQUFmD9/vvr3adOm4aKLLsLGjRtx/fXX46GHHlI78IoVK/D999/j/fffx/z58/HWW29h69atBtya+cgM7tryeiL0eiU3oZblRs+EJnJd9tqym2IB7yi7jIxDJkIfjhp6PRpUIw+W4j3fQXb1qa73fMGuSHgmQzMkN0ZG6EWdRLYsoF9yI1pvI8c/mSw3ojI42Qg9e9+ikhtfm2LNltyYGXzSjjMFBQXcZQH5lf9gRehDNQ+9UZmn7OjQ842U/+PSSy8FAHz11Vde73/88cfIzs5Gly5dAACjR49GTk4O7r77buTm5uLgwYOYP38+oqKicMMNN2DJkiXYvn07srKy8OGHH2LUqFFo1KgRGjVqhCFDhmDt2rXo0aOHzzqcPXvW64cGahoWbwQqmPg7PQ/wHnD9wXYQdhnT4XBwlfe3KTYyMrLO8uwgyQ7uiqIEvC7bAbQDe6Cy7ICk5/fy950iv3VVVZXXPfNe219GIp7rO51OOBwOr4GKp6w2qsYOkry/l68JV8TO2kGd59r+Hn5E6u1r8uCpN+DdvrUrIoHK1+WgREVF+S0vOxb4c+hFyrJ2qquuLP42iPJcmy3L2hng78++Vj147KQty0puApVn+xXrrAGB6+2vbfOU1V6XlSXoHf8A/n7Bfp6Fp2xdDr3ofbvdbq/VGN65iv0czz37e3ADAt+zv7YtOv6x8NrZn0ST187s9WVtxfaPusprxxGRtl3X2Tiidpbpk0b5JEbBtfHbiAsdOHDAywFv164djh49itLSUhw8eBDp6eleA0C7du2wf/9+ZGVl4cCBA2jfvr3X37788ku/11q0aBHeeOMNr/duvPFGDB8+3IhbkYKNChUXF6uvT506hUOHDgmV134XT3kPZ8+eVaMAPOU9ne3s2bNeE2FBQUHA67Id5siRI+rr06dPByzL1vH06dPq64qKCq77PXPmTK33HA4HV1nWiS8qKlJfFxYWcpVnJ4Rjx46pr0+ePMlVvkGDBrUGm0C/GXua7unTp9XyvPcM1J68AT47e8pVVlaisLBQfZ+nbbJ2YttIeXk5d71Z59TD77//zlXWM0GUlZXh5MmT6vvHjh0LeH22H2o5fvy43/La63jgvWf2IdGDoihcZX39VtXV1Vxl2TbJ1pvHzuyYx5bl7c+A7weZyspK4bqzdanLToC3rdi2ytOXWTvl5+d71SVQWXbcKSoq8hpTeO6XLc9y9OjRgOXZe2bhnavY34mtB8+4f/ToUa/r5ebmqo6i2+3mmqsqKyuF5yrWVmydee6Z/Tz72/HY2d8YwtufWSeabdd65ip2zuW5b7buR44c8fr/0aNH/Tq52nqKtG12nquqqvLyDXjszDri7HedOHFC6H7ZsmVlZUI+WDDIzMwM+BlDHPqysjKvUz/j4+MB1HSg0tJSr78BNSeEepZ+tGXj4uJ8TmYe7rjjDowcOdLrvVCJ0Kelpamv2afMRo0aoXXr1kLl2U6ckpLCVd7zJO9wOBAbG6u+37JlyzrLez5bVVWFhg0bqu83b9484HVTUlLU12zn5q2zB/apOjY2lqtsUlJSrfccDgdXWfY+2aX61NRUrvIJCQnqa7buaWlpXOWjo6NrOfSNGzeusyxb58jISLXNO51O7t/aVwSUx86ePlpVVYUmTZqo7/O07WbNmqmvPWMDwG9n9voeeO0M/CU3URTFS3rSunXrgN/B9kktbdu2RfPmzX3+rUWLFupr9jePi4sTbl/s9/CUZX9jD4mJicJ9ih1DeOzs755F7JycnFzrvfj4eK7yrC1YhzOQnVNTU9XXbBSsSZMmAa/btGlTr3p64LEz69jGxsaq44jL5eK6X7ZfsbRo0SJgeV/tC9A3V7FBAp7fjO2DUVFRSE1NVb8jKSmpzvKecaCystLr9+YZw1hbsVFvnntmnTu2LG/bTkhIqOXYR0REcJVNTExUX7N+Be9cw/Zp1k9q1qyZ0G/WqFEjr3vPzMz0mgtY2L4YHx+v1punbbNts6qqymsc4rFzo0aN1Nfs/fK0TXYsYMcw3jHIagxx6GNiYryWcjyDaWxsLGJjY73+BtQs+3icKG3ZkpISLwNqiYqKCgnn3RfsQKXVuvEsl2hPSvQQGRkppIt0u91eDwQxMTF1lvenj3a5XAGvy9qKfZKOjo4OWFa7+5+9D1EdqGhZf1q5iIgIqZ30UVFRwrbmvTb7e7ndbi/JjUyWGx47+9K9Any/t0xZX98BiN2zv6PPGzRoEPA76tKe19Wv2HJ62rYvO/GOA77qzHOvnmt4ELUV26bZPsXTvjywD9dsnXjKs2MR+5sHuneZcUjGzmxZNn0ub9v2Jwfj+b39yUB42ydrJzYAx2Mr7X2zgQ3euQrwbp889yxjZ7asnjHstddew6hRo7ze47WzP00471zl76wYnrmKbSdut7uWjI9n/GN18Dz3zI4jWgkcj53ZtqnNIidybbasyFxlJYbUsE2bNti3b5/6//379yM1NRWxsbHIzMxEXl6eV0Pcv38/2rZt67dsmzZtjKiW6chskNKWZwdJ3gcYdlOsSJYbfwMdT73ZDiCyEQ0wNsuNaFkjMweIpq0E/GuFea+pJ/2Zv2sEO4OJTP5nD9p6i5T1tyk2mHnog5Hlhrdt+aoz7xjiT68r4zjo2RTLomdTrL96+cKqPPRGnhTLIprlhud9LUZmuWGDV/5s6KuszDgkk/1ENuGFr+/kvbZsHnptoDAQ2rNPZE+Klcn+BIj7JOxKHU/bZNsf+1vZZVOskENfVVWFiooKdRNLRUUFqqurcdVVV2Hjxo3YtWsXzpw5g4ULF+Laa68FAGRkZCAjIwOLFy/G2bNn8f7778PhcKB79+4AgKuvvhpvvvkmTp48iby8PKxatUotazdk07ZpI7C+vrcu2E2xIllu/E3EopEaoxx6M7LcWJk5APAdReVN2QaID5J1XcPMtG16Mwdof1eRe2ZXoEQdeq3Uh4U3D72e9mW0Q8+b5YaNcrOOmoxzK2IrfytXessC+g+WMjPntexJsSw85f2V1RN8kjlYqrKy0mv8rGt1HpALDhiVYlTWqa7rvWBc28i0lXrz0JuZ5YYdB1jVAM/vbXeHXkhys2DBAq8NqQsXLsT06dMxaNAgTJ48Gffffz9KSkqQnZ2NO++8U/3cU089henTp2PJkiVo3bo1nnvuObUx3XDDDcjLy8P111+PyMhI3HbbbX4z3IQ6Ruah53lfi7+0lYEmc5kok78IPU+dZU9lk0ntVx8i9KJp7vzVL9hOuaxzC9Sut54IvR6Hnt23EKhOvq4JGNe2eR0AmQg9+wDDRrdEHaZQitAH+t3qyuwTCCvTVoZKhF7mYCnRCH0wDg0y48wUGYde9kHZyLSVsnnoeX4vh8MBl8ul5r0XTckqE2Rky7LjH+9ZQFYj5NCPHz8e48eP9/m3QYMGYdCgQT7/1qpVKyxcuNDn35xOJx544AE88MADIlUJSYzMQ8+iJ0KvV3IjWu9gROjNOHwnWMuYwXToHQ4HIiIi1IHVqAh9sJ3yYEToQ8Gh57kmYC/JDRshZSe0YEerPdhNcmNUbnOtzpiHYDj0eg6WEnXotRFYtryIQ2/mw1cwgnV6IvR6ri0zV/mL0Hucbp5r6pmrIiMjVYfeqAg9z/3KSIhDgdBX+dsI2UlcNkLPboo1QnLDU292uxGXTgAAOu1JREFUABZ1luwsuZGN0OuR3AC+8zDLaui58ttKrKbIrsQAteutJ7qv52ApIxx6O0luQjFCzxsd0xuh93VyKWDuITZ6nB4ZyU2wNPQ8tvKcwwHUjtAHktxYdZKxrJzWKMmNbIRedK7yF6HnPQAM0DdXsfueRB16dhyQkdyQQx/mGPkkzfO+FqslN/6+0x9WSm5kr21FhB7463fVHtbBi69riJ6YKuu4iJT1YESEHhDfFOYrBaToNY2K0POOA776ux7JjVEaeqslNyJSNu3BY4GQ2X+kdZZCQXKjJ0LPSiJ4bcVmntIruRF1rI2K0NtNQx+MCL2oQy86V/nLvGemhp4c+jAnWJIb0Qi9qOTGX7pN0adhFp4OwP4uVkpu9DgfMhuNAP0Ova+BTlZyE2yHXsbp8WDEpljgL1sFWjL2EB0drUs/GWqSm0COkgcZyU0oOvRRUVEBr++vL/OMYezYKboq4W/zn0xAg7e8kRF6FlGHXkZDb+bmfCs19FYmcNA+dHoc+kB1l43Qe8YS9kEXMFdDL/owEAqQQ28gwdoUKxuhF5HciOohZSL0rFMlGhkDgpO2sr5LbnzVT8ahNyudoUyE3tfR57x9yuFw6JLdyDq3Rjv0daXYZDFKcsNG90XODZHJcuMvh30gtLm2Rcqy/Vg0K4a2T5mpoTcyyw0L79jNOvTsnCOS5cZMh17WqQ7FtJV6IvR6JTeek9lF71k2y41of6YIPaHiT09pRYRer+SGnYhFOwALbwfwDAyikTHAd+euz5tiAXtKbmRWgDwYJbnxOA8iA7Qeh162fRid5YbXoWcdqlOnTqmveerNXpeNbvHq9wHjI/Q8v5m/fhfsCL12vjAqQs8zjjgcDinJomyEnnXYzMpyY9e0lbIr/zKryf4i9KIOPW85bXlZDb2/OvnD3zjJW2+rIYfeQPw1GLMi9OymWE/H55EWyDj0enM/e/B0FHYyFL1fPdcN1qZY3uuHq+RGr0NvxKZYwD4OvVWSGzZCrz0BVOS6oeLQi+7lYREd/0Qj9FqHnjf66cFfHxANAPF8pxarJDdGbYoVHYfY8cdKyY3VEXrP9UVW/fW0baM09Cy89ytjK6shh95AZDe1GiW5Af4asHg0pDKSG72p4rTX4D2BjsUoh152kNRTdyMceqOy3Ig69FacIGplhF7Pxlhf1xS5rlWSG3+SB556+7tnEcmN0VluRCU3omVl0jc6nU71cxUVFdz6ZA/++oBMG5N16EUDOZWVlbrTVsocLCU6hnlSBuspq722Bz1zFSshMcOh10boPX6FyKr/2bNnhdu2pzwb3Qf4xgJZ1YDecSQUIIfeQGQlM0ZJboC/Oi5PdCwUJDd6yso4PbIOvb/rmKWhZ6MeIoONr/qJyilEHVQZp8ffZ/U69Hp+M9kIvZ57NjrLjZ4IPQvvnhhf9ycboectHxkZWet3M9Oh17OJjpXQibZNf86kTHneucZfe+LtK/4i9CIaetaxFhk7AX0P2Z7P6XlYNSpCz6JHXspGu/VE6Hkdeq3MUlRy4ynP9guA7/eWVQ2QQ08A8G90kZNeZRoTO5gWFhZyX9tf5MJMyU2g93whozOWldz4m0DM0tCzhySJDDbaa/Cs4ADeAzS7WVJUiiFa1oNRWW581SkQehx6mcwpQGhsimWRWWU0y6F3OBy1ystIbnh+b38OPW/78pSvqKgQ7s/BiNCLOKi+7MLbV4zQ0Is65UY59KxTLOOUW+HQs+iJ0PNKblwul9o+9Tj0nvGqurpaePykCD1hCLIOvcPhQLNmzXSXZ8t6NrSJOvQsvIOkXhkHYHyE3grJDYuMQy8ifWH3Scg49HqivqxTLur0iK4AedDWW2+EXs+1fUluZs+eXWcZNlrtyfAAhL6GXkZy4+/aIg69r34hUz7Ym2LZ6+l5WLUyQi8TEAF8P/zxytOM0NDL7PFgkQk+yay+yzr0MqsDgHiEnnXoA/VJh8OhfkbPHiKZOYMi9IQhyHY8AEhJSan1Hm8n8FVWVHLDIrPB04wIvVEOvR5NZDAkNzy2ktWD+4rQ8xBqEXqR3PAyD41Abbu8/PLLuPfeewOWk3mQsCrLjcvl8tkOzXLofT1QyJQPdcmNXSP0gG/nXVRyo9XQ65XciEboed7n+ZyVEXpZKa9o32AdcxG/Qk8Qx6jDoVjIoSeE8KchFRkkmzZt6vX/yMhI7mik3ui+rEMv0wFknC2jJDeiA1Vd1+F1nPRGIn1ljLHSoRfV3+uN0Guvw/s7+7uOjEN//vnnC2fV8BDqEXrAt1Ml49DLboqVkeyY6dDrkXF4fhujNk4Dcud4iNjKigi9jFMuO8/JSPdkxiDZvXX+bCIaoRfdO+DpG3r2EMkEkIIRoae0lWGKrF5X65SLOB5GO/S80WrtygDvKZxAaEhuWHidB1/19pfyyhd6HXpZ51Rbbz0OvahTboTkRltvESfPaIfejGV2qzT0gG9HTeaerYzQ8zzIyDj0sk6i59709At/AQ2Zg6lkIvQNGjQQHn/Pnj2rO8sNz/tGlfX3OTtE6IPh0OuN0OuRpLIRet4Akq8+ICOHpQh9mCIbodI65bJyHb2SG5GJoWfPnrrLhoLkhkUm4iLiNBkhuanrPX9YLblh9ytYGaGXsZUZUTkZh14myw1gfITerE2xvsoH26FntcKiZYG/fi92n4UZAQ1AThMO1H7wE9k87ul/iqJ4nchphUNvxn4vX6v3dnDo/e1ZCLbkxpeULSIigvsUZBmnXGb8sxpy6A1GNkKvdcqtitCLXLd3797C1/RgtORGT9pKFpnBXcRJlN0UG+g9f+h16Nn6ikZcXC6XzxUbmXqL/Na+nAQZh15mIjbjYTUYEXqzHPrIyNqb7EM5Qg/4rp8ZZWU3teodgzxoHUWR8xpYu5w4cUJ9HUhD78tWvCvCVkpufJWXua6/MdUXRkXo2XGfp0/6+oyeKLlnr4RI25Zxyn39XuTQhymyEfpGjRrpLtu4cWNd15Z16Dt37qy7bKhF6GUkN7IOvcxqCi9GROj1pGGUrbdMhD4pKanWezK2CvUIvayGXsah9/U5EYfcV3Qt2BF6mSw3gJxTbrQsS9ahFykvE6H35dA7nc6A1w+GdMUM2Yyvz5r1IBGMCL1ev0JmldEsh95XOyaHPkwxOuoh24jNcBJldP8yEXqZsrIR+oSEhFrvhYvkRs+1ZR90rXTojZTcWLUpVuR+fY0jMhp6ETsDtesabIfe6XRaprk1OkIv8lsbPVeJZJ7y5dDHxMQElFQEY3OpWY619rNmXdff2RLB1tDLtG3Zh03tGMbmxQ8EOfSEimzKI23nE+m4eidimSdpoHZmHlnJDe+1ZZ7CfX1OZDOv9p4BcyL0obAptq7vEylvVoQ+OTm51nuhrqE3Mm0lT+STxUrJDVDbNjIPI7wrEzLBAV/3Z9XGaTMlN9p28tNPP3GXZe3ikXIEktsA1kboZdPf6o3Qy57NEBnp+xAwszT0otf09/0ybVPETuTQEyq+JhCzGqLeAVo2Qh8XF+d132ZF6IMhDeB9irfKoZd9+AqlCL3MyoLIhBZKDr0VEfro6Gihg7is3BQLmB+hB4x36MNBQ89ucAe8T1ANhC+78Ngq1CQ3ZmjoZX0KwPdqioyGXiRtJYtZmWb0nEfhwZdDT2krwxSjox4iZZ1Op67JUNbZcjgcXg6uXR16kd86ISGh1nfISm7M2BSrlQpRhD4wRm6KtUJDL6KfB6yP0GvrG+xNsYB1Dr2dI/T5+fle/8/JyeEuq9ehl01zLLM5X3bs1Su5CYZDr6dfGBGhN6NPAbXHMBGHnDbFEiqynU9GQw/UntDMiNAD3jp6kc4jI7mx0qF3OBy1NjDLROj9HUqmRXZSadKkidf/7RKht9KhN3JTrIwOXu+Drsi9+iovcm0jNPTatmZGhF7G0bNKQy+bOUrWodd+dsqUKdxlfdkl2JIb2fJWSW6sdOiNyEPPYtcIPTn0YYrRkhvRjqvHoZd9Gga8JSjsQRCBkJmUfDkeMmkrRSOJ2qxCIpFQXyspek8fFbGVr5OIebCzQ2/0plgz7ln7sAjwt23t5C2SfQSQ2xQrm0cesEZyY5VTLuP0yO7XknWapk+frh6mt2fPHqHxzwrJDSD3wGmV5EamP3owIkLvOZmc9/oykhujs9yQQ0/owkoNPWBchF5UM9a6dWv1dadOnbjLyUToZZbGZAdnoLbTJRP15XVaZB1joyP0dpDcxMXFSZXX1p1347RMhN7XqgJvWe2EJOrQy0ToffVJO0hutL+R0+nkPinbKg19MBx6kTGwa9euOHjwIA4dOoQOHTpwlwOsc+hl2rZVTmZkZGSttijap4yI0IteX2auMjqlarg49PZQ+tsIqyP02uv7S1nFYkQDvv/++5GXl4dGjRphxowZ3OXsqqEH5Bx6vbICoyP0dpHcyBws5XA4kJiYiKKiIl3lRSdPDzK28hWh1zsZ+kqxWhe+IoIyD9l2iNBrx0CRgIaM8yHTL2RPtDTiiPtWrVoJfb6ua+vV0IuM20lJSThy5IjXezLzjci19a6OOhwOxMTECG9KZTEiQs8S7IOlKEKvD3LoDUbbUURSIQK1HRfZCH1iYmLAMr6igaLXbd++PT744AOhMkBoOfSijofWUTIjQm9XDb3REXo9tgoFh96MCL1WuiUboec9ch2w3qHXG6GX2bskEykPpQh9ZGSkUDYkGazS0PuaD2VWn2TGXtE2ZqRDz/Nb1/W5UNfQh2uEniQ3BqMdqKKioqQGSdEMFdoOyBOdi46O9jm4m4FMp5eJUMkuNwO1B0kzUiHKRrq1jqJZkhsrNfRA7YncDIdexlmT0dBrkY3Qi9jJl9MT6gdLAbUncbNkHDL9wtfcIuPQi9pJBqskN0Y79GZE6AF9UloWmQi93oxsVknRAEpbSRiEL4dehrZt2wp9Xk+EHqjt6Jnl0MtEPZxOZ63fm7esLydH1Fbaji8qA2GvZ1aEXqvF5N3ALHvKopUnxQK1+4GIkyh6LQ8ybbthw4bSq3UeRB16GdlfMDT0IpOpFRF6mU2LsnnoZRyXcHTotRvkRU4QlY3Qyzj0sn6FXofeV1kg9CP02n4hMobIyB2thhx6gzHaoZfdbMQ7mYeSQy/S+fQurfl6Chd1PGQceu3nea9thO41KytLfd2iRQuuMk6n09JNTjIaekBOHqU3Qi/Tth0OR60+qTdK5KseIp+XidA3aNBAeAzkDUL4QjsZ1+cIPVD7/mQlN2ahV3Ij61Rr25bs6pMZ+5cAuY3igP0ceitPio2KikJaWpru8lZCDr3BGB31EHXojYrQm7XEJDtIasuLDBja65gpudFej3eAllky9vDBBx+gU6dOiI+Px5AhQ7jLyWxy8vVgWd8lN7JaTKP6pMgeHqC2rWT6o6+9AIFgHzhFOf/8873+b0aEXsahl33QlQkghVqEnsehlx3/tBF6GSdRtLxWQ9+xY0fusqEWoQ+25EamTwFykhsASE9PlypvFeTQG4xMxMQXspKbUI/Qy+rVZJ7Etb+NbIRedL8DK3/hvbavnOqitkpJScHOnTtRVFSEiy66iLucto4iG75lN17LOvR2i9ADxvVJ3vSLHoyMYvpqr4Ho3r27cBkPevemyEToZfbyyD701SfJDc/Dn9EOvZkReu21mzdvzl3WKg094Nu55hk/ZSL0Rgf6ROdmNg236LWthBx6gzFCcjNnzhw0adIEEyZMQGpqqlDZcNLQA8buZpfV0PNmDvAF77WNiNADNVFb2UlBxDmVfRCRzXJjxwi9Vj6iN0IvuilfJkKv7Y96IvRRUVHIyclBREQEpk+fLlz+448/RkxMDLKzs9G5c2euMlZF6GXbiJGSGzMdel/jPk9biYqKkpIKGbn65KkPL927d1f79KxZs7jLAaEXoeeR8fkaY/WepQHIZRRiT7Lnwa4OvT227toIIxz6K6+8EmPHjhVeKvd1/VCP0Ms69DIDtNEOfZs2bYTKs46WmRF6vcj81kZH6H1tXKqL+hChl9GWi6C9jsymWD0RegB4/PHHMXXqVN3jZ3FxsVAaRpk89DIOvawUza4OvS8pKe/DX2JiIsrLy9X/2yVCHxcXhx07dmDv3r3o27cvdznAng69zFwl+1trA6EpKSncZQFvOVRkZO2DvUIVe9TSRhi1KVZvqsvMzEyv/9vRoZeJ/JopudHWvX379kLlCwoK1Ne80X2jIvR6kHHoZR9EtA+3Xbt25S4LyGW5iYyMVKVJ999/P3c5oyP02qhTXVxwwQXqa1HZXnR0tFcfNFtD70HGwRRNF2x0lhuS3NSN0+nEvHnzvN4TcehZrHToRX+z5s2bo1+/fsIOYqhtiuU5sNLXmM87t0dGRta6RxFbaR14UYd+xIgRGD16NNLT0/H4448LlbUSitAbjLajyMgw9HDllVd6/Z93wLFqU6zshCYzQBsdoddupAlEUlISiouLAQCXX345V5lQcuhlos2AXLpN0cOStHpVkdUUh8OBDRs24Mcff8TFF1/MXc7oCL02S0ZdvPXWWxg4cCDatm2LkSNHcpcDap+sa5VDbyZWZbmxMkIvu3FQFm2fNMOhtzLLjQxWauiNjNCLjH8NGzZERUWF+n8ZW4lKbuLi4rBgwQKhMqEARegNRjsoiTYkWZo3b46ePXsC8I7SBcKuEXqZAVo7mcoOkqISqcmTJwMAzjvvPNxxxx1cZaw8BMzKCL3sPXbr1g1TpkzBTTfdhN27d3NFmFji4+PRt29fIRvLOgDaCL3IQ0ynTp2wd+9erFu3Tpd0j72WTJ/SK7kxG20ET0SSZVeH/pxzzvH6v8gKkBFoZRG8Dr1MEEemrGzmFRm0Y4nVm2L1RuhlnHKZ31o0Qm9XyKE3GO0gJRJVM4r33nsPL774It59913uMqHk0FsVoRddxoyIiMDtt98Op9OJ2bNnC5UFanTCP//8M7744gvTokwyGLnULVq+ffv2uPXWW9G6dWt8/fXX3OU8OBwOPPPMM1i2bJlQujgZZDM4afukqAxP5oRqT3QeEBvDtI7wqVOndNfBTNq1a+f1f5EVHJmDpayU3Gg3/onqumXR69DbWXKjl4yMDK//t2rVSqi8tu4i+3F8JUPguW8jIvQsMvOcWfuPrIYceoPRRuTNjtADQMuWLTF58mShSSmUHHoZDb3MgCF6oiYALFiwAH/++ScmTJggXNbhcKBbt27CB//ITEoyGC25EZ0MlyxZgtzcXPTq1UuonFXIPqxaKVdhTxDmzRTj4ZZbblFfd+vWzbA6BRNtdFobva4LmchtXFxcrQcvmQi9yCqOw+Hwilz27t2bu6wRaOdG3lUzIyU3ImNQYmKil/QvKipK1+qXHrT7s0SDEtqx6LLLLtNdNj4+nitYYLVDz55JoX0gqq+Qht5gtFFeKxx6PWidB7OWqKyM0GslDaJRDw+i8g1ZQsWhNzNCb0dkI/RmblKsC230OhCzZ89GQUEBFEXBiBEjglQrY9E6KCL3LLMp1ul0Ij4+3usBSiZCLzpuL1myBDfddBMuu+wyVappFtr75F1Rkhn/ZFY0IiMj0bJlS/z+++8AapxEmVUwEWQd+oSEBDidTrjdbkRFRXGfEA7UnqN557uGDRvC4XBAURT1PbNSUgPAf/7zH0ybNg39+/evdfJrfYUi9EHGCsmNHrQOvVlPtL6cHhHpi3ZwFxmotCsYLVu25C5rJVadYifj0EdFRdV6gAoHh14m+mr2gyKLZ38HAFx11VVCZRMTE7Fu3Tp88sknula9rIJ1aEWyKGntlJSUJPTgpv2NRFKyagNGog79lVdeiRMnTmDlypWWpObztDO2vQVCG3gR6VPa/ii6uZ61tZlzu3bMF93vEBUVhaVLl2LIkCHYunWrUFlte+RdUXY6nbVWRGQi9KL7cTp06IDly5dj/PjxQuXsDDn0QUb0hDKrsMqhj4iI8Mp2kJqaKuXQi8gDtFE4kYcBK9HmcBaV7OhFRnIDwCtK4mtzb30jMjKyVmRIxPno06cPsrKyEBERgZUrVxpdvTqZOnUqpk6div/+97+2edCVZeHChRgwYACeeeYZoRS0CQkJXtILkRNAPeVZRA4T1Dp6elZWrcyx/eKLL6KwsBAvvvgidxltamaZjdeiq09ut1t9bebv5nK5cPPNNwMAxo8fr2tlYOTIkVi5ciXOPfdcoXJah14k0CAjidXOa3pX0MMJktwEAZfLherqagD2SdumffAwU3OWlpaG/Px8AOJRD5lcytr83HZxXLTOBqsVDCYyEXqgxlH55ZdfANT0C7OWq62kdevWattOTk4Wap9OpxPffvstTp06Zfo40rRpUzz99NOmXtNqzjnnHKxbt064nMvlQmJiIk6cOAEAwsv7WqdHZAzUbmy1YzYP0TFf69B3795d97VFHXp2DDR79enNN99ETk6OcJ1l0RuhB2rGvNzcXPX/IsE6bYSeHPrAUIQ+CKxbtw4NGzZEdnY2LrnkEquro4vGjRubdi2ZSEfHjh3ViMG9994rVFZ7j6LLr1ahfdgya2LRLvOKrj6xdq7v0XkPbDRLz0qK0+m0TVAgnGEdFdF+oQ0siEQxtQ69XfZsyaB16M877zzd3yX68DVz5kz19ZNPPqn7unpwOp1o37696YEQGYdeO1eJBAq1K9Gi57yEI+TQB4HLL78cx48fx6effmqrKKQnU8udd95par1ZR4/dQMNDw4YNsW7dOrz00kvCEUWHw4G77roLADBmzBihslZywQUXqA8jM2bMMO262olT5JwDAF6HhIimCLUrJSUl6msrNfFEcGHbM9vOedA6LiJo5TmhspE6mGgdSlE9OavrFo12X3LJJfj888/x9ddfm7YyajUykhvtarLIA5Q2m5kdV5/Mhhz6IGHHgXXWrFnIzc3FG2+8Yep12aOV9UQ9evfujb///e+6ItWvvfYacnNzax1DHsrEx8dj69atWL16NaZMmWLadbUrGD169BAqz0YPRVKq2plBgwapr+2S8YUQh5Xriea8lnFUXC6XugosunnZzqxevRoDBgzQJZGaM2cOmjdvjttvv11XdP+SSy6xTepcI5DZtK0d50VW47Vafyv3etgGhQgpqqurlQMHDijV1dVWV8U03G63MmfOHGX27Nm2ue9wtJOiKMo//vEPBYCSkJCgFBUVCZXdvXu3EhERoURERCi7du0KUg1rY6WtSkpKlCFDhijXX3+9Ulpaavr17YZd+9UPP/ygAFAcDoeyc+dOobJbtmxRACgAlHPPPVf42vn5+crChQuVgoIC4bLhhqd9VVVVWV0VW+FpnwCUOXPmcJd77733vMqKUF1drcyYMUPp0KGD8vbbb4tWOSxxKIqgxoEIKm63G4cOHULr1q3piTSECVc7lZeXY/ny5fjb3/6Gv/3tb8Lljxw5AkBcuypDuNrKjtjZVnv27FF1zqJMmDABX331FRYtWiS1yZOoGzu3LythJbhbt27FhRdeyFXuzJkzaNu2LQoLCzFv3jyMHTuW+5pkK3Eoyw1BENxER0dj1KhRusuHywEfRPghetgPyyuvvGJgTQjCWJo1a4bCwkIAYqc/x8fHY+fOncjNzUVWVlawqkf8D3rsIQiCIAiCIHzy7rvvom/fvpg/f75whrKmTZviwgsvtFWCELtCEXqCIAiCIAjCJ/369cMXX3xhdTWIAFCEniAIgiAIgiBsDDn0BEEQBEEQBGFjyKEnCIIgCIIgCBtDDj1BEARBEARB2Bhy6AmCIAiCIAjCxpBDTxAEQRAEQRA2hhx6giAIgiAIgrAxIePQnzx5EpMmTUKfPn0wdOhQbN261eoqEQRBEARBEETIEzIO/bPPPovGjRtjw4YNmDRpEqZOnYpTp05ZXS2CIAiCIAiCCGlC4qTY0tJSbNq0CatXr0Z0dDT69euHtm3b4vPPP8fgwYO9Pnv27FmcPXvW672IiAhERUWZWeWg4Xa7vf4lQhOyk30gW9kHshURTKh92QeylTdOZ+D4e0g49L///jtiY2ORkpKivteuXTscOHCg1mcXLVqEN954w+u9G2+8EcOHDw96Pc0kLy/P6ioQHJCd7APZyj6QrYhgQu3LPpCtasjMzAz4mZBw6MvKyhAXF+f1XlxcnE/JzR133IGRI0d6vVffIvR5eXlo1aoV1xMZYQ1kJ/tAtrIPZCsimFD7sg9kK3FCwqGPiYlBSUmJ13slJSWIjY2t9dmoqKh647zXhdPppEZsA8hO9oFsZR/IVkQwofZlH8hW/ITEr5Seno7S0lIUFhaq7+3fvx9t2rSxsFYEQRAEQRAEEfqEhEMfGxuLfv36Ye7cuSgvL8fmzZuxb98+9OvXz+qqEQRBEARBEERIExIOPQA88sgjOHbsGC6//HK89NJLePrpp5GYmGh1tQiCIAiCIAgipAkJDT0AJCcnY9asWVZXgyAIgiAIgiBsRchE6AmCIAiCIAiCEMehKIpidSUIgiAIgiAIgtAHRegJgiAIgiAIwsaQQ08QBEEQBEEQNoYceoIgCIIgCIKwMeTQEwRBEARBEISNIYeeIAiCIAiCIGwMOfQEQRAEQRAEYWPIoScIgiAIgiAIG0MOPUEQBEEQBEHYGHLoCYIgCIIgCMLGkENPEARBEARBEDaGHHqCIAiCIAiCsDHk0FuAoihWV4Eg6hVHjx6F2+22uhoEQYQANMfaA3bMJpvJE2F1BcKFQ4cO4dChQ7jkkkvgdrvhcrmsrhLhh3379uGtt95CWloaLrjgAmRlZVldJcIPBw4cwLRp09CyZUv885//RHR0tNVVIvxw4MABfPzxx0hPT0dWVhZSU1OtrhJRjzh48CD27NmDq666iubYEGffvn2YP38+mjZtii5duuCqq66Cw+Gwulq2hyL0QcbtdmP+/Pm4+eab8eijj6KgoAAul4uiiSGGJzrw/vvvY/z48WjatCkOHz6MBQsW4KuvvrK4doSW6upqzJgxA2PHjkXfvn0xc+ZM1ZmnSE9oUV1djX//+98YPXo0zp49i+XLl+PVV1/Fjh07rK4aUQ9QFAWLFy/Grbfeiscffxx//PEHXC4Xqqurra4a4YP169fjrrvuQkZGBqKjo7F06VJ8+OGHAGjsloUi9EHm2LFjOHbsGB555BH8+OOPeOWVVzBjxgx6Gg0xPPb47rvvMG7cONx0000oLCzEvHnzcOTIEYtrR2jJzc3FZ599hrvvvhs33ngjgBrZTWpqKvWtEGPLli0oLCzE0qVLkZ6ejoMHD2LRokU4cOAAunXrZnX1CJtTXl6OY8eO4cknn8TmzZvxxBNPYN68eXA6KV4ZimzZsgXDhw/HuHHjUFpaCofDgb179wIAjd2SkEMfBEpKShAbGwuHw4GEhATcfPPNSElJQdu2bTF16lRs27YNWVlZqK6upmVBiykpKUFcXBwAoKioCNXV1Th9+jQAoFmzZjh27Bj69etnZRWJ/+F2u9VJOj09HXfeeSfWr1+P1NRULFy4EDExMWjevDmys7Nx8cUXW1zb8Ka8vFxdMUlJScE111yD9PR0VFVVITMzE8XFxTh58qTFtSTsSnFxMeLi4hAZGYmYmBiMHDkSjRs3xnnnnYdrr70WX375Jfr06YOqqipERJCbYyXFxcWIj49HREQEKioqEBUVhfz8fABAbGwsDh8+jN69e6vjOzvOE2I4FFrjMIyjR48iJycHTqcTSUlJeOihh5CcnKz+vbKyEvPmzcOPP/6I+fPnA6hZYqKnUvNhbZWYmIgpU6YgOTkZ77//Pr777js0btwYv/76K3Jzc9G1a1ckJCTgnnvuQfPmza2uethx9OhRvPnmm+jevTv69++vvn/kyBFMmTIFeXl5ePjhh5GWlob169djx44dePrpp9GyZUsLax2e/PHHH5g5cyYiIyMRGxuLKVOmIDY2Vv27Z7ybOnUq+vfvj+zsbAtrS9iNwsJCPProo6iqqkJ8fDwmTZqEzMxMr8DYokWLsHz5cqxduxYAzbFW4ctW7dq1wzfffIMVK1YgISEBe/fuRV5eHrp3745Tp05h+vTpaN26NdlMJ/QYZBDl5eV44oknkJGRgSlTpqC4uBjPPfccvvnmGwA1g0pkZCSuu+46lJWVYfny5QBoickKtLY6deoUnnnmGfzwww8YOnQoJk+ejKKiImRkZGDjxo2499574XK5sHTpUqurHnZs3boVkyZNwoYNG/DDDz/g8OHD6t+aNWuGhx56CEuXLsXVV1+N7t2745577kFGRgY+++wzC2sdnnzwwQcYN24cMjIycNttt+HgwYN49tlnAdSsrngm6bKyMvz2229ISUmxuMaEnaiursbzzz+PzMxM/Pvf/0ZSUhLmz5+PDz74AMBfGVNuv/12OJ1OLFy4EADNsVbgy1Zz587F2rVr0bNnT0yfPh3R0dHqWJ2Tk4OMjAy89NJLAMhmeiGH3iCOHz8ORVEwatQoZGRk4LnnnkNCQgLWr1+Po0ePqg00NTUVQ4cOxYoVKwAAH330Efbs2WNl1cMOX7ZKTk7G2rVrkZ+fj9jYWBQXF+Pqq68GAHTs2BHx8fFo2LChxTUPP86ePYtbb70Vjz32GP78809s2bJF/ZvL5UKnTp1UKQcAREdH448//kBiYqJVVQ5b8vPzcdttt2HSpEno0qULnn/+eXzyyScoKiryWkL/9ddf4Xa70aVLFwDA5s2bvR7UCEKLoig4c+YMSkpK0L9/fyQmJmLq1Kno1KkTNmzYgNzcXDidTlRVVcHhcGDy5MlYvHgxAGD58uX46aefrL2BMMKfrbp06YKPP/4Y+/fvR1xcHA4fPowLLrgAAJCYmIjMzEw0atRIHcsJccihNwiHw4Hdu3erutH4+Hj0798fFRUV2LRpk/q5iIgIDBs2DNXV1bjwwgvx+uuvIzIy0qJahyf+bFVeXo4tW7YgIiICJ06cwKFDh3D69Gns27cPW7duRZs2bSyuefjgUQJmZWXh0ksvRd++fZGZmYlff/0VO3fuVD8TFRUFAKpO9ueff4aiKGjXrp01FQ9DPLYaOnQoLr/8cgA1D2JAzcNwSUkJgL+ibkeOHME111yDX3/9FUOHDsWCBQtIM0vUicPhQGVlJY4ePapKuGJjY9GvXz80a9YMK1euBPDXOJCdnY0mTZrgwgsvxBtvvIEGDRpYVvdwoy5bNW3aVM1o43K58Mcff+Dw4cPYu3cvVq9ejXPOOYf2PEhAo6gOtNsO3G43WrRogW7duuH1119X3z///PORmpqKQ4cO4dSpUwCA0tJS3HLLLSgsLMT06dOxevVqchSDiIit0tLSVEf/5ptvxubNm3Hvvffi3nvvxfDhw9WIPREcWFt5nL/o6Gh10/IVV1yBqqoqfPPNNygvL1c/U1xcjM2bN2PixIl48MEHcd1116Fz587m30AY4ctWTZo0QePGjdUHrRMnTqCqqqrWvpNt27Zh3rx5uO+++zB8+HAsXryY9qYQdeJ2u9GkSRN06NBB3X8GABkZGejatSsKCwvVVZ7S0lLceuutKCoqQk5ODtatW4dOnTpZVfWwoy5bdevWDXl5eSgpKcGNN96I/Px8TJs2DZMmTcLw4cPVjGWEPsihF+DAgQMA/prAPJOa59+RI0fi22+/xb59+wAATqcT3bt3x7Zt25CQkKB+zyWXXIINGzZg4MCBZlY/rNBrqx9++AEAcN111+Ff//oX7r//fnz44Yc00AQRf7bSntWQkZGB7t2748CBA9i2bZv6flJSEk6fPo1zzz0X69atw3XXXWdSzcMPHlt5/vbtt9+iVatWtSJu1dXVGD16ND7++GOMGDHCjGoTNsfTvu6++258/fXX+PnnnwHUtLW2bdvi0KFDXtHg7OxsfPrpp7j22mstq3O4EshWeXl5qKqqQq9evfDPf/4T06ZNw5o1azB8+HArq10vIIeeg40bN6J///7IycnBI488okpo3G6314l0HTt2xCWXXIInn3xSLduuXTvExMSgqKgIQM1gM3bsWFpWChKytoqLi8Px48cBADExMejevTulFg0SgWzlkWFUVFSoZbKzs9G4cWPs3LkT8+fPx1NPPYVTp07h6quvxpgxY6hfBQk9ttq9ezd69+4NoObAtrlz5wIAHn/8cdx9991kK0Ll008/xdChQ7FhwwYA8DoUyu12q20lPT0do0ePRk5Ojpr2tEOHDgBqIvMebr/9dmpfQULWVg6HA2fOnFHLdOrUieZYgyCHPgDHjx/HsmXL8Oijj2LWrFlIT09XU0+6XC44nU7s3LkTEydOxK5duzBx4kScOXMGDz74IN5++238/e9/R8eOHdG4cWOrb6XeQ7ayD7y2mjBhglc0Pjk5GQ0bNsTChQuxfPly9O3bF4mJiZQVIYiI2srj5JeWluL48eO46667MG/ePHTt2hUA1H0PBKEoCtatW4dXX30VLVu2xKJFiwDU6Ks9qz+e9nXXXXdh9erVGD9+PJo1a4Zp06Zhzpw5uOOOO9C6dWs0a9bMylup95CtbIBC+MTtdiuKoii5ubnKtddeqxw+fFhRFEUpLS1VZs+erQwbNkxRFEVZvXq1MmDAAOXVV19Vy+bm5iorV65UHnjgAWXRokWm1z3cIFvZB1Fbvfbaa2rZqqoq5b333lN69OihLF261PzKhxkytjp48KCSlZWlXHHFFcqCBQvMrzxhG3bt2qWsX79eOXLkiDJ27Fhl3rx5iqLU9HdFUZTPPvtMufbaa5U5c+aoZQoKCpRNmzYpOTk5ypIlSyypdzhCtgptyKHXkJeXp05kilLTgCdPnqz89NNP6nunT59WBg0apHz44YfKmTNnlDNnzqh/Y8tWV1ebU+kwhWxlH4yy1e7du5WysjLzKh6GyNqqurpaqaysVN566y2ltLTU1LoToY+2fVVUVKivN27cqAwePFgpLCxU3zt69KhSXl6u/p8dq9nvIYyHbGUvSHLzP3788UcMHDgQzzzzDA4ePKi+3759e5w5cwY//fQTKisrAdSkObzllluwYsUKNQtHVVVVrdPNKBVbcCBb2QejbdWxY0c13ShhLEbZyul0IiIiAiNHjkRMTIxVt0OEGP7aFyvB6tGjB7p164ZZs2YBqNFnp6SkoEGDBl7tywNJ7YID2cqekBcD4PDhw3jvvffQs2dPOBwObN++HeXl5QBq9GGDBw/GRx99hP3796tlUlJSEBsbq272iIiIoAZrAmQr+0C2sg9kKyKY1NW+WOLi4nDTTTfh559/xi+//AKXy4UTJ04AqAm6UPsKPmQr+0IOPYCWLVtiwIABmDp1Knr16oUtW7Zg79696t8HDhyItLQ0rF69Wk3BFBkZCUVR0KRJE6uqHZaQrewD2co+kK2IYBKofbGcc845GDJkCF544QVMnz4dU6ZMQWlpKa2imgTZyr6E/a+u/G93dt++feFyuXDDDTeguroa3377LYqLi9XPTZgwAYqi4PHHH8dzzz2HKVOmICsrC0rNPgSLah9ekK3sA9nKPpCtiGDC077Y9hMREYHCwkLs2LEDpaWleP7559Uc80RwIVvZG4cSRiPx8ePHkZSU5Dc/bVVVFSIiIvDpp59i1apVuOmmm9C7d2916ai8vBzffvst9uzZgx49eqB79+4m1j68IFvZB7KVfSBbEcFEtn0BwGuvvYYVK1bg5ZdfVlOdEsZDtqp/hIVDf/ToUTz55JNo0KABHnzwQbRo0UL9m6fRasnJyUFiYiImTpyIP//8E4qiUH5yEyBb2QeylX0gWxHBRLZ9nT59Gm63G40bN0ZpaSlFeYMI2ar+Uu8lN3/88Qfuu+8+pKenY/r06UhLSwPw1/HEnsa7a9cuVFdXq++PGzcOe/bswZ133okrr7wSubm5ltQ/nCBb2QeylX0gWxHBxIj2NWDAADWbCjmIwYNsVb+p9w79tm3b0LFjRzzyyCNISkpCfn4+gL/SFK5atQoXXXQRPvzwQ6/3v/vuO3z//fdITU3F6tWrccEFF1hzA2EE2co+kK3sA9mKCCZGta+srCxrbiCMIFvVb3yLp+oBbrcbTqcTlZWVaNWqFfbs2YMZM2YgKioKaWlpuOyyy9CnTx988cUXePnll9GzZ0+17K5du/DZZ59h1qxZ6NWrl4V3ER6QrewD2co+kK2IYELtyz6QrcKDeqOhLy4uxooVK3DllVeiZcuW6vuvvfYaTp48icjISKSnpyM7OxsrVqzAV199henTp6N9+/YAanZuu91uuFwuq24hbCBb2QeylX0gWxHBhNqXfSBbhSf1QnLz+eefY8yYMXj99dexYcMGVFRUqH8bPHgwPvnkE3zzzTe4+uqr0axZM9x6660477zz1GUlt9sNh8NBjdcEyFb2gWxlH8hWRDCh9mUfyFbhS71w6E+ePIkRI0bgqaeewieffIIDBw4AqHnKbNmyJa6//nqUl5fj9OnTAGpOOCsuLkZCQgIAOpLYTMhW9oFsZR/IVkQwofZlH8hW4YstHfqCggIUFhaq/7/qqquQnZ2NAQMGoEWLFvjvf/+LM2fOqA3znnvuQXJyMpYtW4YdO3YgPz8fv//+OzIyMgBQAw4mZCv7QLayD2QrIphQ+7IPZCvCg6009JWVlZg+fTq2b9+Opk2bom/fvrjmmmvQvHlzVFdXw+VyYd++fXj44Ydx//334+KLL1Z1YL/88gs2bNiAnTt34tChQxgxYgRGjx5t9S3VW8hW9oFsZR/IVkQwofZlH8hWhBZbOfRr1qzBxx9/jJdffhmbNm3Cl19+iRMnTmDWrFkAoDbiF198EXl5eZg2bRqaNm3q9R1HjhxBcnIyoqOjrbiFsIFsZR/IVvaBbEUEE2pf9oFsRWgJeclNeXk5PM8c+/btQ0JCAiIiInD55ZfjzjvvRG5uLt577z0ANQ0YAMaOHYtjx45h+/btWLVqFRYsWKB+X1paGjXeIEG2sg9kK/tAtiKCCbUv+0C2IuoiZPPQ//7775g5cyZiY2MRExODKVOmoGHDhnC5XDh9+jQaNmyIVq1a4c4778Rrr72GYcOGISoqCgDQsGFD9OjRA9OmTUN0dDQefvhhi++mfkO2sg9kK/tAtiKCCbUv+0C2IngIyQj9qlWrcNddd6FDhw4YNWoU9uzZgwULFqBdu3b47rvvUFBQoH720ksvRZs2bbBixQoAQFVVFV5//XW8/fbbGD9+PDZv3oyBAwdadSv1HrKVfSBb2QeyFRFMqH3ZB7IVwUtIOvT5+fkYN24cJkyYgK5du+Jf//oXli1bht69eyMhIQFr165FcXExACAyMhKpqamorKyEoiiIiIhAly5d8NFHH2HMmDHW3kgYQLayD2Qr+0C2IoIJtS/7QLYieAlJh37YsGHo168fgJqd3C6XC5mZmaiqqsKYMWPw/fffY9OmTaioqEBsbCyKi4uRmJioplvq27cvGjVqZOUthA1kK/tAtrIPZCsimFD7sg9kK4KXkNTQp6SkAKg5CCEyMhLHjx+Hw+FAVFQUzjvvPAwePBjr1q3Dxo0bUVVVhfz8fHTu3NniWocnZCv7QLayD2QrIphQ+7IPZCuCl5B06D14njC3bt2KzMxM9SjiYcOGoU+fPvjqq69w+vRp3H777RbWkgDIVnaCbGUfyFZEMKH2ZR/IVkQgQtqh9+RR/e2339C/f38AwLvvvoszZ85g9OjRGDZsmMU1JDyQrewD2co+kK2IYELtyz6QrYhAhKSG3oPL5UJVVRXKy8tRUFCAsWPHYsmSJejatavVVSM0kK3sA9nKPpCtiGBC7cs+kK2IQIR0hB4ADhw4gG+++QZ79+7FzTffjFtvvdXqKhF+IFvZB7KVfSBbEcGE2pd9IFsRdeFQPMeOhShVVVV45513cMMNN6BBgwZWV4eoA7KVfSBb2QeyFRFMqH3ZB7IVURch79ATBEEQBEEQBOGfkNbQEwRBEARBEARRN+TQEwRBEARBEISNIYeeIAiCIAiCIGwMOfQEQRAEQRAEYWPIoScIgiAIgiAIG0MOPUEQBEEQBEHYGHLoCYIgCIIgCMLGkENPEARBEARBEDaGHHqCIAibMW7cOGRlZWHcuHFWVyUgnrrm5ORYXRWCIIh6Czn0BEEQYcC2bduQlZWFrKws5OfnG/rd+fn56ndv27bN629t2rRB165d0bJlS0OvSRAEQfxFhNUVIAiCIOovjzzyiNVVIAiCqPeQQ08QBBHC/Pnnn3j66aexefNmJCUl4Y477qj1mdmzZ2Pz5s0oLCxEWVkZkpOTcdFFF2HixIlo0qQJ5s6dizfeeEP9/ODBgwEAAwcORE5ODtxuN9555x2sXLkShw8fRoMGDdCjRw/cd999aNGiRZ31W7NmDZ544gn1/3fddRcA4Pzzz8e8efMwbtw4/PDDD+q18vPz1etPnDgR27dvx9atW9GqVSs89thjqK6uxrPPPou8vDx0794d//jHP9C0aVP1+z/88EMsW7YM+/fvh8vlwrnnnosJEyagY8eO+n9kgiAIm0MOPUEQRAgzY8YMfPbZZwCA6OhovPzyy7U+s2XLFhQWFiIlJQXV1dU4dOgQ1q5di4MHD2Lp0qVISUlBZmYmDh48CADo0KEDoqKiVBnMc889h+XLlwOokcgUFRXh008/xfbt2/Gf//wHjRo18lu/5ORkdOjQAb/99hsAIDMzE3FxcWjTpk3Ae5s7dy6aNm0Kp9OJffv2YcqUKSgpKUHjxo1RWVmJLVu24KWXXsLTTz8NAFiyZAlmz54NAEhPT0dZWRm2bNmC7du3Y+nSpcjMzOT9WQmCIOoVpKEnCIIIUQ4fPqw687fddhtWrFiBN998E2fPnvX63JNPPomNGzfinXfewfLly/Hoo48CAH799VccPnwYQ4YMwcMPP6x+fubMmVi8eDHGjBmDP/74AytWrAAA5OTk4N1338WaNWuQkpKCoqIivPPOO3XWsU+fPpg5c6b6/4cffhiLFy/mktqcf/75WLVqFR544AEAQGFhIfr374/3338ft912GwDg+++/BwCUl5erqwzjx4/H+++/jzVr1qBz584oKyvDwoULA16PIAiivkIReoIgiBBl//796uvs7GwAQEZGBtq3b4/du3erf9uzZw9ycnJw6NAhlJWVeX3HsWPH6tyQumvXLiiKAqDGoddmo9mxY4fsbfilT58+cDgcSEtLU9/r27cvAKhSn6KiIgA1v0V5eTmAmsj+3Llzvb5r586dQasnQRBEqEMOPUEQhI3Zvn07cnJyoCgKEhMTkZmZibKyMlVeU11dzf1dHikOC+tsG01cXBwAwOVy1XrP4XD4LeeR9bAkJiYGoYYEQRD2gBx6giCIEIXVoW/atAldunTBoUOHsHfvXvX9nTt3qhH2d955B02aNMHixYvxyiuveH1XdHS0+pqN4nfq1AkOhwOKomDQoEH4f//v/wEAFEXB9u3bER8fH7Ce7Hd7ouhG07ZtWzRo0AAVFRXo1asXJk+erDr9u3fvRkVFRVCuSxAEYQfIoScIgghRWrVqhUsvvRSbNm3CokWL8Nlnn6GgoAAul0uNvLdr1079/E033YTk5GScPHmy1ne1bNkSERERqKqqwj333IO0tDSMGjUKV1xxBYYMGYKVK1fihRdewLJlyxATE4MjR46gpKQE06dPR/v27eusZ3JyMhITE3Hq1Cn84x//QKtWrXD11VdjxIgRhv0W0dHRGDNmDF599VX83//9H9avX4/k5GQUFBTg1KlTGDt2LM4991zDrkcQBGEnaFMsQRBECPP4448jOzsbDRo0wJkzZzB+/Hh07dpV/XvPnj0xceJENG3aFBUVFcjIyPC5ITUpKQkPPvggUlJScOLECezcuVPVp0+dOhX3338/2rVrh2PHjuHIkSNo3rw5Ro4ciQsuuCBgHR0OBx577DG0atUKJSUl+OWXX3D06FHjfoT/cccddyAnJwedO3fGn3/+iby8PCQnJ2PYsGHqHgOCIIhwxKF41moJgiAIgiAIgrAdJLkhCIIg6mTVqlVYtWqVz78NGTIEQ4YMMbU+BEEQhDfk0BMEQRB1UlBQ4DctZK9evUyuDUEQBKGFJDcEQRAEQRAEYWNoUyxBEARBEARB2Bhy6AmCIAiCIAjCxpBDTxAEQRAEQRA2hhx6giAIgiAIgrAx5NATBEEQBEEQhI0hh54gCIIgCIIgbAw59ARBEARBEARhY8ihJwiCIAiCIAgb8/8BiMA0obW6WMwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series = TimeSeries.from_dataframe(df, time_col='date_time')\n",
    "\n",
    "series.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "de43e141",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train, test = series[:-120], series[-120:]\n",
    "\n",
    "train.plot(label='train')\n",
    "test.plot(label='test')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25370d6b",
   "metadata": {},
   "source": [
    "## Baseline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "edae07a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from darts.models.forecasting.baselines import NaiveSeasonal\n",
    "\n",
    "naive_seasonal = NaiveSeasonal(K=168)\n",
    "naive_seasonal.fit(train)\n",
    "\n",
    "pred_naive = naive_seasonal.predict(120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8cf9e725",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test.plot(label='Actual')\n",
    "pred_naive.plot(label='Baseline')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4f7e29bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "249.09166666666667\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import mae\n",
    "\n",
    "naive_mae = mae(test, pred_naive)\n",
    "\n",
    "print(naive_mae)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4890919",
   "metadata": {},
   "source": [
    "### Demonstrate MaxPool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c30f89ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "maxpool_l4 = MaxPool1D(pool_size=4, strides=1, padding='same')\n",
    "maxpool_l12 = MaxPool1D(pool_size=12, strides=1, padding='same')\n",
    "maxpool_l24 = MaxPool1D(pool_size=24, strides=1, padding='same')\n",
    "\n",
    "x = df['traffic_volume'].values\n",
    "x = tf.reshape(x, [1, len(x), 1])\n",
    "\n",
    "x_maxpooled_l4 = maxpool_l4(x).numpy().flatten()\n",
    "x_maxpooled_l12 = maxpool_l12(x).numpy().flatten()\n",
    "x_maxpooled_l24 = maxpool_l24(x).numpy().flatten()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1eed8c51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2, ax3, ax4) = plt.subplots(nrows=4, ncols=1, figsize=(12,9))\n",
    "\n",
    "ax1.plot(df['traffic_volume'])\n",
    "ax1.set_ylabel('Data')\n",
    "\n",
    "ax2.plot(x_maxpooled_l4)\n",
    "ax2.set_ylabel('MaxPool l=4')\n",
    "\n",
    "ax3.plot(x_maxpooled_l12)\n",
    "ax3.set_ylabel('MaxPool l=12')\n",
    "\n",
    "ax4.plot(x_maxpooled_l24)\n",
    "ax4.set_ylabel('MaxPool l=24')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6321b776",
   "metadata": {},
   "source": [
    "## Apply N-HiTS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "673a812e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-27 18:27:46 pytorch_lightning.utilities.rank_zero INFO: GPU available: False, used: False\n",
      "2022-11-27 18:27:46 pytorch_lightning.utilities.rank_zero INFO: TPU available: False, using: 0 TPU cores\n",
      "2022-11-27 18:27:46 pytorch_lightning.utilities.rank_zero INFO: IPU available: False, using: 0 IPUs\n",
      "2022-11-27 18:27:46 pytorch_lightning.utilities.rank_zero INFO: HPU available: False, using: 0 HPUs\n",
      "2022-11-27 18:27:46 pytorch_lightning.callbacks.model_summary INFO: \n",
      "  | Name          | Type             | Params\n",
      "---------------------------------------------------\n",
      "0 | criterion     | MSELoss          | 0     \n",
      "1 | train_metrics | MetricCollection | 0     \n",
      "2 | val_metrics   | MetricCollection | 0     \n",
      "3 | stacks        | ModuleList       | 1.1 M \n",
      "---------------------------------------------------\n",
      "970 K     Trainable params\n",
      "86.2 K    Non-trainable params\n",
      "1.1 M     Total params\n",
      "8.457     Total estimated model params size (MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|███████████████████████████████████████| 19/19 [00:00<00:00, 40.69it/s, loss=0.0033, train_loss=0.00337]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-11-27 18:28:09 pytorch_lightning.utilities.rank_zero INFO: `Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 49: 100%|███████████████████████████████████████| 19/19 [00:00<00:00, 40.51it/s, loss=0.0033, train_loss=0.00337]\n",
      "Predicting DataLoader 0: 100%|██████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 166.67it/s]\n",
      "266.32520849589866\n"
     ]
    }
   ],
   "source": [
    "from darts.models import NHiTSModel\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "\n",
    "train_scaler = Scaler()\n",
    "scaled_train = train_scaler.fit_transform(train)\n",
    "\n",
    "nhits = NHiTSModel(\n",
    "    input_chunk_length=168, \n",
    "    output_chunk_length=120,\n",
    "    random_state=42)\n",
    "\n",
    "nhits.fit(\n",
    "    scaled_train,\n",
    "    epochs=50)\n",
    "\n",
    "scaled_pred_nhits = nhits.predict(n=120)\n",
    "pred_nhits = train_scaler.inverse_transform(scaled_pred_nhits)\n",
    "\n",
    "mae_nhits = mae(test, pred_nhits)\n",
    "\n",
    "print(mae_nhits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "72eef39f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test.plot(label='Actual')\n",
    "pred_nhits.plot(label='N-HiTS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "02f34ef1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = ['Baseline', 'N-Beats', 'N-BEATS + covariates', 'N-HiTS']\n",
    "y = [naive_mae, 292, 288, mae_nhits]\n",
    "\n",
    "ax.bar(x, y, width=0.4)\n",
    "ax.set_xlabel('Models')\n",
    "ax.set_ylabel('MAE')\n",
    "ax.set_ylim(0, 350)\n",
    "ax.grid(False)\n",
    "\n",
    "for index, value in enumerate(y):\n",
    "    plt.text(x=index, y=value + 10, s=str(round(value,0)), ha='center')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "91d965ba",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:darts-env] *",
   "language": "python",
   "name": "conda-env-darts-env-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
